suppressPackageStartupMessages({
library(tidyverse)
library(scran)
library(scater)
library(patchwork)
})

Reading the data

d1_a <- readRDS("intermediate_files/D1/sce_donor1.Rds")
sce_counts <- rbind(counts(d1_a), counts(altExp(d1_a)))
sce_logcounts <- rbind(logcounts(d1_a), logcounts(altExp(d1_a)))
sce_d1_a <- SingleCellExperiment(assays = list(counts = sce_counts, logcounts = sce_logcounts), colData = colData(d1_a))

d2_a <- readRDS("intermediate_files/D2/sce_donor2.Rds")
sce_counts <- rbind(counts(d2_a), counts(altExp(d2_a)))
sce_logcounts <- rbind(logcounts(d2_a), logcounts(altExp(d2_a)))
sce_d2_a <- SingleCellExperiment(assays = list(counts = sce_counts, logcounts = sce_logcounts), colData = colData(d2_a))
sce_d1_a$condition <- gsub("NT", "NT-NK", sce_d1_a$condition)
sce_d1_a$condition <- gsub("CAR", "CAR33-NK", sce_d1_a$condition)
sce_d1_a$condition <- gsub("KO", "KLRC1.ko-NK", sce_d1_a$condition)
sce_d1_a$condition <- gsub("CAR33-NKKLRC1.ko-NK", "CAR33-KLRC1.ko-NK", sce_d1_a$condition)
sce_d1_a$condition <- factor(sce_d1_a$condition, levels = c("NT-NK", "KLRC1.ko-NK", "CAR33-NK", "CAR33-KLRC1.ko-NK"))

sce_d2_a$condition <- gsub("NT", "NT-NK", sce_d2_a$condition)
sce_d2_a$condition <- gsub("CAR", "CAR33-NK", sce_d2_a$condition)
sce_d2_a$condition <- gsub("KO", "KLRC1.ko-NK", sce_d2_a$condition)
sce_d2_a$condition <- gsub("CAR33-NKKLRC1.ko-NK", "CAR33-KLRC1.ko-NK", sce_d2_a$condition)
sce_d2_a$condition <- factor(sce_d2_a$condition, levels = c("NT-NK", "KLRC1.ko-NK", "CAR33-NK", "CAR33-KLRC1.ko-NK"))

Donor 1

set.seed(42L)
sce_d1 <- sce_d1_a[,colData(sce_d1_a)$group == "AfterCoc"]

sce_d1 <- runPCA(sce_d1, ncomponents=20)
sce_d1 <- runTSNE(sce_d1, dimred="PCA")
snn_graph <- buildSNNGraph(sce_d1, k=50, use.dimred='PCA')
igraph_clusters <- igraph::cluster_louvain(snn_graph)$membership
sce_d1$igraph_lbls <- as.factor(igraph_clusters)
p1 <- plotTSNE(sce_d1, colour_by="igraph_lbls", other_fields = c("condition")) + 
  facet_wrap(~condition) + 
  scale_color_manual(values = c("green", "orange", "purple", "navy", "cyan", "maroon")) +
  theme_bw() + 
  theme(strip.text.x = element_text(size = 12), legend.position="bottom", legend.text = element_text(size=10)) +
  guides(colour = guide_legend(nrow = 1)) +
  labs(color = "cluster")
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p1

ggsave("fig5c.tiff", p1, height = 4, width = 4)
ggsave("fig5c.pdf", p1, height = 4, width = 4)
p2 <- as.data.frame(colData(sce_d1)) %>%
  group_by(condition, igraph_lbls) %>%
  summarize(n = n()) %>%
  group_by(condition) %>%
  mutate(freq = n / sum(n)) %>%
  ggplot(aes(x = igraph_lbls, y=freq, fill = condition)) +
  geom_col(position = "dodge", color = "black") +
  scale_fill_manual(values = c("#a0a0a3", "#90bff9", "#f2b77d", "#ff8080")) + 
  labs(x = "cluster", y = "condition relative abundance")+ 
  theme_bw() +
  theme(legend.position="bottom", legend.text = element_text(size=10)) +
  guides(colour = guide_legend(nrow = 1))
## `summarise()` has grouped output by 'condition'. You can override using the
## `.groups` argument.
p2

ggsave("fig5e.tiff", p2, height = 4, width = 6)
ggsave("fig5e.pdf", p2, height = 4, width = 6)
m <- scoreMarkers(sce_d1, groups = colData(sce_d1)$igraph_lbls)
as.data.frame(m[1]) %>%
    arrange(desc(mean.AUC))
##                                           group group_name self.average
## CSF2                                          1          1 5.2331073918
## CCL4                                          1          1 7.7950963728
## EGR3                                          1          1 2.5353593134
## XCL1                                          1          1 2.0535921625
## CCL3                                          1          1 5.5174847949
## DUSP2                                         1          1 3.2695030676
## IER3                                          1          1 1.9728707425
## ICAM1                                         1          1 2.7259893454
## TNF                                           1          1 4.0149343882
## IFNG                                          1          1 2.7491748038
## BCL2A1                                        1          1 1.4521149210
## MYC                                           1          1 2.3055738426
## CCL1                                          1          1 2.9371071860
## CD11b.ICRF44.ITGAM.AHS0184.pAbO               1          1 0.8825132707
## GZMB                                          1          1 6.2178279962
## IRF8                                          1          1 3.2748549236
## NAMPT                                         1          1 1.1887076363
## CD4.SK3.CD4.AHS0032.pAbO                      1          1 0.1875472910
## BIRC3                                         1          1 2.3626464235
## CD18.ITGB2.AHS0091.pAbO                       1          1 3.1833659217
## TBX21                                         1          1 2.0455003738
## CD2.CD2.AHS0029.pAbO                          1          1 2.9539064892
## EGR1                                          1          1 1.5109937847
## SEMA7A                                        1          1 0.5822659961
## LTA                                           1          1 1.1712631395
## CD69.CD69.AHS0010.pAbO                        1          1 2.4272393045
## FOSB                                          1          1 0.5519000993
## FN1                                           1          1 0.6754924528
## CD19.SJ25C1.CD19.AHS0030.pAbO                 1          1 0.2631484855
## IRF4                                          1          1 0.5938814415
## CD70                                          1          1 1.5785032650
## FASLG                                         1          1 0.7768251538
## ZBED2                                         1          1 0.3648338249
## CD26.DPP4.AHS0109.pAbO                        1          1 3.3621016629
## CD38.HIT2.CD38.AHS0022.pAbO                   1          1 1.6790837994
## IL2RA                                         1          1 2.1178197989
## LIF                                           1          1 1.1236815254
## CD226.CD226.AHS0079.pAbO                      1          1 0.9202734799
## CD69                                          1          1 2.0699800186
## TNFRSF8                                       1          1 0.4509430882
## Tim3.HAVCR2.AHS0016.pAbO                      1          1 2.5038173306
## TNFSF14                                       1          1 1.5475092118
## IL13                                          1          1 0.5190252530
## LAIR2                                         1          1 0.5611730037
## JUNB                                          1          1 0.2910330069
## FOSL1                                         1          1 0.1799636965
## ITK                                           1          1 1.5776762511
## BACH2                                         1          1 0.2830796588
## TNFRSF1B                                      1          1 2.0004788663
## STAT5A                                        1          1 0.8748858092
## CD80                                          1          1 0.2398362654
## CD39.ENTPD1.AHS0006.pAbO                      1          1 1.6966606221
## CD7.CD7.AHS0043.pAbO                          1          1 3.5531561364
## CD152.CTLA4.AHS0017.pAbO                      1          1 0.9331140302
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO            1          1 0.6116741161
## JUN                                           1          1 0.4948805992
## IL12RB2                                       1          1 0.9125389788
## YBX3                                          1          1 0.3339666155
## IL1RN                                         1          1 0.1395607719
## HLA.DRA                                       1          1 1.0437607045
## HLA.DRB3                                      1          1 0.5338849048
## IL3RA                                         1          1 0.1792034551
## DUSP4                                         1          1 1.7624262598
## IL3                                           1          1 0.2215009950
## KLRC3                                         1          1 0.6283903503
## FTH1                                          1          1 0.1649183731
## IgM.IGHM.AHS0198.pAbO                         1          1 0.2502218730
## PYCR1                                         1          1 0.1948391214
## CD25.2A3.IL2RA.AHS0026.pAbO                   1          1 0.1689733651
## CLEC2D                                        1          1 0.1395099971
## TK1                                           1          1 0.7641923163
## CD72                                          1          1 0.0557865358
## UBE2C                                         1          1 0.5058799218
## CD274                                         1          1 0.0476602701
## TIGIT                                         1          1 0.9043182367
## TNFRSF9                                       1          1 0.0285412937
## CD14.MPHIP9.CD14.AHS0037.pAbO                 1          1 0.1330145169
## CD9                                           1          1 0.2980501378
## HLA.DPB1                                      1          1 0.7023299362
## IL15RA                                        1          1 0.3157856084
## TYMS                                          1          1 1.6216255644
## GATA3                                         1          1 0.0414549681
## CTLA4                                         1          1 0.0283057028
## CD314.KLRK1.AHS0065.pAbO                      1          1 1.4094039125
## CD3D                                          1          1 0.1177948494
## LAMP3                                         1          1 0.0264779729
## KIAA0101                                      1          1 0.9408066327
## AIM2                                          1          1 0.0266426774
## CCNB1                                         1          1 0.3706513766
## IL1B                                          1          1 0.0202406892
## IER5                                          1          1 0.0320569985
## POU2AF1                                       1          1 0.0102090614
## CD27.L128.CD27.AHS0249.pAbO                   1          1 0.0627528873
## CD40LG                                        1          1 0.1644639572
## AURKB                                         1          1 0.5674318803
## CXCL16                                        1          1 0.0288000855
## FOXP1                                         1          1 0.1451354474
## TCF7                                          1          1 0.0098318653
## IL4                                           1          1 0.0172715889
## CD40.CD40.AHS0117.pAbO                        1          1 0.0087680403
## B3GAT1                                        1          1 0.0144297857
## CXCL8                                         1          1 0.0169034656
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO     1          1 0.2368015053
## TNFRSF4                                       1          1 0.0170132442
## MCM4                                          1          1 0.6869098083
## IL1RL1                                        1          1 0.0566241444
## IL6                                           1          1 0.0321014691
## CD5.UCHT2.CD5.AHS0047.pAbO                    1          1 0.1162697812
## SLAMF1                                        1          1 0.0068848841
## CD86                                          1          1 0.1040614683
## CD200                                         1          1 0.0033794071
## LILRB4                                        1          1 0.0045717716
## LAG3                                          1          1 0.0323827216
## IL6R                                          1          1 0.0021773262
## TGFBI                                         1          1 0.0078539739
## QPCT                                          1          1 0.1051077166
## IL2                                           1          1 0.0051351369
## HAVCR2                                        1          1 2.6486858779
## CD79A                                         1          1 0.0069276470
## MGST1                                         1          1 0.0546084743
## SLC25A37                                      1          1 0.0188278657
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO           1          1 0.0756973245
## CD215.IL15RA.AHS0212.pAbO                     1          1 0.7213246887
## ADGRE1                                        1          1 0.0046239090
## CD3G                                          1          1 0.0028146417
## SLC7A7                                        1          1 0.0019617332
## CLEC4D                                        1          1 0.0007180273
## IL12A                                         1          1 0.0010346758
## CCL22                                         1          1 0.0009274840
## IL1R2                                         1          1 0.0006145892
## S100A9                                        1          1 0.0011333923
## IL5                                           1          1 0.0022433101
## BCL6                                          1          1 0.0111380403
## VMO1                                          1          1 0.0030760278
## CD127.IL7R.AHS0028.pAbO                       1          1 0.3655611219
## CCL2                                          1          1 0.0011238824
## EPX                                           1          1 0.0001794597
## IL22                                          1          1 0.0012763813
## LRRC32                                        1          1 0.0002541254
## CXCL3                                         1          1 0.0005269680
## SPP1                                          1          1 0.0002283866
## CLEC4E                                        1          1 0.0001065388
## PI3                                           1          1 0.0002969448
## CD24                                          1          1 0.0019657750
## KCNE3                                         1          1 0.0001660692
## CD28                                          1          1 0.0006707368
## GZMM                                          1          1 0.0006863061
## ALAS2                                         1          1 0.0000000000
## APOE                                          1          1 0.0000000000
## AQP9                                          1          1 0.0000000000
## AZU1                                          1          1 0.0000000000
## BLK                                           1          1 0.0000000000
## BLNK                                          1          1 0.0000000000
## BPI                                           1          1 0.0000000000
## C1QA                                          1          1 0.0000000000
## C1QB                                          1          1 0.0000000000
## CCL13                                         1          1 0.0000000000
## CCL17                                         1          1 0.0000000000
## CCL19                                         1          1 0.0000000000
## CCR9                                          1          1 0.0000000000
## CD1B                                          1          1 0.0000000000
## CD209                                         1          1 0.0000000000
## CD22                                          1          1 0.0000000000
## CD34                                          1          1 0.0000000000
## CEACAM8                                       1          1 0.0000000000
## CHI3L1                                        1          1 0.0000000000
## CLC                                           1          1 0.0000000000
## CLEC10A                                       1          1 0.0000000000
## CPA3                                          1          1 0.0000000000
## CXCL11                                        1          1 0.0000000000
## CXCL13                                        1          1 0.0000000000
## CXCL9                                         1          1 0.0000000000
## DEFA3                                         1          1 0.0000000000
## DEFA4                                         1          1 0.0000000000
## EBF1                                          1          1 0.0000000000
## ELANE                                         1          1 0.0000000000
## F13A1                                         1          1 0.0000000000
## FCER1A                                        1          1 0.0000000000
## FCER2                                         1          1 0.0000000000
## FCN1                                          1          1 0.0000000000
## GHR                                           1          1 0.0000000000
## IGHD_membrane                                 1          1 0.0000000000
## IGHE_secreted                                 1          1 0.0000000000
## IGHG1_membrane                                1          1 0.0000000000
## IGHG2_secreted                                1          1 0.0000000000
## IGHG4_secreted                                1          1 0.0000000000
## IGLC3                                         1          1 0.0000000000
## IL17A                                         1          1 0.0000000000
## IL17F                                         1          1 0.0000000000
## IL21                                          1          1 0.0000000000
## IL25                                          1          1 0.0000000000
## IL31                                          1          1 0.0000000000
## IL33                                          1          1 0.0000000000
## IL9                                           1          1 0.0000000000
## MME                                           1          1 0.0000000000
## MMP12                                         1          1 0.0000000000
## S100A12                                       1          1 0.0000000000
## TCL1A                                         1          1 0.0000000000
## TLR8                                          1          1 0.0000000000
## TNFRSF17                                      1          1 0.0000000000
## VPREB3                                        1          1 0.0000000000
## AOC3                                          1          1 0.0000000000
## CMKLR1                                        1          1 0.0012102570
## ARG1                                          1          1 0.0000000000
## CD36                                          1          1 0.0000000000
## CNTNAP3                                       1          1 0.0000000000
## FLT3                                          1          1 0.0000000000
## IGHG1_secreted                                1          1 0.0000000000
## IGHG3_secreted                                1          1 0.0000000000
## RNASE2                                        1          1 0.0000000000
## CXCL2                                         1          1 0.0000000000
## MS4A1                                         1          1 0.0000000000
## TREM1                                         1          1 0.0009300543
## CCR4                                          1          1 0.0000000000
## IFNA1                                         1          1 0.0000000000
## CD5                                           1          1 0.0016334783
## CD163                                         1          1 0.0000000000
## CD4                                           1          1 0.0008700341
## BTLA                                          1          1 0.0000000000
## CTSG                                          1          1 0.0018261772
## CD40                                          1          1 0.0007553132
## MMP9                                          1          1 0.0000000000
## F5                                            1          1 0.0001684392
## CR2                                           1          1 0.0000000000
## CD1C                                          1          1 0.0000000000
## CXCL10                                        1          1 0.0001634476
## CXCR2                                         1          1 0.0007338176
## IGHM_membrane                                 1          1 0.0005286232
## MITF                                          1          1 0.0000000000
## JCHAIN                                        1          1 0.0000000000
## CD1A                                          1          1 0.0044330076
## IGHM_secreted                                 1          1 0.0000000000
## THBD                                          1          1 0.0000000000
## TLR2                                          1          1 0.0010227313
## TPSAB1                                        1          1 0.0014149305
## VSIG4                                         1          1 0.0001921613
## FAM129C                                       1          1 0.0000000000
## CXCL1                                         1          1 0.0000000000
## ZAP70                                         1          1 0.0647319093
## CD8.SK1.CD8A.AHS0228.pAbO                     1          1 1.0391692230
## PDCD1                                         1          1 0.0010158071
## TNFRSF13C                                     1          1 0.0002267180
## TNFRSF18                                      1          1 0.0326160468
## TOP2A                                         1          1 0.7177231340
## PAX5                                          1          1 0.0089680045
## CCR10                                         1          1 0.0000000000
## LY86                                          1          1 0.0042414706
## CD8B                                          1          1 0.0027729597
## CD27                                          1          1 0.0030424663
## NT5E                                          1          1 0.0032814919
## CXCR1                                         1          1 0.0005670380
## FOXP3                                         1          1 0.0358073948
## CD22.CD22.AHS0195.pAbO                        1          1 0.2171553438
## PECAM1                                        1          1 0.4237102454
## CSF3                                          1          1 0.0001566069
## CMTM2                                         1          1 0.0107643371
## CCR7                                          1          1 0.0023768852
## TGFB3                                         1          1 0.0035224885
## TLR7                                          1          1 0.0010969678
## MKI67                                         1          1 0.1800605501
## CHI3L2                                        1          1 0.0094929432
## CXCR5                                         1          1 0.0099572401
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO              1          1 3.1712397082
## TLR9                                          1          1 0.0019673675
## CD14                                          1          1 0.0041244309
## CD103.ITGAE.AHS0001.pAbO                      1          1 0.0268971456
## CD95.FAS.AHS0023.pAbO                         1          1 2.9907402557
## IGKC                                          1          1 0.0404068156
## CCR3                                          1          1 0.0024723616
## CCL20                                         1          1 0.0013625546
## CD3.SK7.CD3E.AHS0033.pAbO                     1          1 0.0842909465
## LTB                                           1          1 0.0304877635
## TCF4                                          1          1 0.0132316266
## STAT6                                         1          1 0.1258790334
## CX3CR1                                        1          1 0.0198077537
## CD6                                           1          1 0.0265442185
## RNASE6                                        1          1 0.0195523200
## RGS1                                          1          1 0.9480715696
## NRP1                                          1          1 0.0311810485
## PMCH                                          1          1 0.0515605062
## HLA.DQA1                                      1          1 1.1333189812
## SELL                                          1          1 0.0514083235
## IL15                                          1          1 0.0786597580
## HLA.DPA1                                      1          1 1.3576619013
## FUT4                                          1          1 0.0580562399
## HMMR                                          1          1 0.2058343076
## KLRC4                                         1          1 0.0713686655
## CD28.CD28.2.CD28.AHS0024.pAbO                 1          1 0.0608298010
## PTGDR2                                        1          1 0.0222847060
## S1PR1                                         1          1 0.0664456337
## IGHA1_secreted                                1          1 0.0051137753
## SNCA                                          1          1 0.0291428088
## MZB1                                          1          1 0.5939634857
## TNFRSF25                                      1          1 0.0019964361
## ICOS                                          1          1 0.3723841597
## MCM2                                          1          1 0.8170418959
## TNFSF13B                                      1          1 0.0499077569
## THBS1                                         1          1 0.0235236316
## CD1D.CD1D.AHS0219.pAbO                        1          1 0.3738422303
## RORC                                          1          1 0.0566792235
## BCL11B                                        1          1 0.1158132019
## CD160                                         1          1 0.0251973721
## TNFSF13                                       1          1 0.0554425727
## CD34.581.CD34.AHS0061.pAbO                    1          1 0.1915852402
## IL9R                                          1          1 0.0306327979
## PTTG2                                         1          1 0.2529992647
## PASK                                          1          1 0.1637859539
## KDELR1                                        1          1 0.0904578952
## IKZF2                                         1          1 0.0402313587
## KLRG1                                         1          1 0.0132296625
## CD79B                                         1          1 0.0270860300
## VEGFA                                         1          1 0.3683371587
## IL7R                                          1          1 0.0200604552
## TSPAN32                                       1          1 0.1042762822
## EOMES                                         1          1 0.0925614524
## ZNF683                                        1          1 0.0856216297
## CCR8                                          1          1 0.0196275300
## CD94.KLRD1.AHS0085.pAbO                       1          1 1.7607314650
## NCAM1                                         1          1 0.1581153915
## CCR7.CCR7.AHS0273.pAbO                        1          1 0.1892852711
## FAS                                           1          1 0.5051481427
## ITGAX                                         1          1 1.9057338989
## CD38                                          1          1 0.1378626000
## RORA                                          1          1 0.0708289684
## TNFSF8                                        1          1 0.0587784294
## CX3CR1.CX3CR1.AHS0125.pAbO                    1          1 0.1403877066
## TMEM97                                        1          1 0.3762437599
## FBXO22                                        1          1 0.2100519207
## CD45RO.PTPRC.AHS0036.pAbO                     1          1 0.4018186809
## GIMAP7                                        1          1 0.0145676467
## FOXO1                                         1          1 0.0795296053
## IgG.IGHG1_2_3_4.AHS0059.pAbO                  1          1 1.1002554843
## CD44                                          1          1 1.8791247128
## FOXO3                                         1          1 0.0947004815
## KIR2DL1                                       1          1 1.5568618084
## LEF1                                          1          1 0.4521177792
## OAS1                                          1          1 0.1568381513
## HLA.DMA                                       1          1 0.6913922067
## CD45RA.HI100.PTPRC.AHS0009.pAbO               1          1 0.6665953310
## TRAT1                                         1          1 0.1286188769
## CD8A                                          1          1 1.0283594772
## PSEN1                                         1          1 0.1815881021
## HLA.DMB                                       1          1 0.4672613324
## GAB2                                          1          1 0.2307301837
## C10orf54                                      1          1 1.3306159050
## TARP_refseq                                   1          1 1.5306969129
## CD81.CD81.AHS0021.pAbO                        1          1 2.4559350020
## IL18                                          1          1 0.0990835967
## FAM65B                                        1          1 0.0990738583
## HLA.DQB1                                      1          1 0.3961708352
## CBLB                                          1          1 0.5150130186
## LGALS9                                        1          1 0.1902533491
## CNOT2                                         1          1 0.8652193979
## PRDM1                                         1          1 1.0456148104
## CD33                                          1          1 0.1696800687
## ZBTB16                                        1          1 0.3383773821
## CCR2                                          1          1 0.0580420458
## IL12RB1                                       1          1 0.3441000080
## CXCR6                                         1          1 0.5041558908
## HMGB2                                         1          1 1.0546272614
## ANXA5                                         1          1 1.9436318849
## IL18RAP                                       1          1 0.6661246543
## CD279.EH12.1.PDCD1.AHS0014.pAbO               1          1 0.2900073416
## TGFB1                                         1          1 0.4689246015
## DUSP1                                         1          1 0.2207764569
## LGALS3                                        1          1 0.3043547341
## CXCL5                                         1          1 0.4951577284
## GZMH                                          1          1 0.5524217740
## KLRC1                                         1          1 2.8788400856
## PCNA                                          1          1 1.4239692178
## CD161.DX12.KLRB1.AHS0002.pAbO                 1          1 0.3459861753
## ITGAE                                         1          1 0.5607613787
## CD74                                          1          1 3.7928855623
## IL18R1                                        1          1 0.6843643920
## CD300A                                        1          1 1.5867150827
## GNLY                                          1          1 7.1069031590
## STAT1                                         1          1 0.4727774484
## CTSD                                          1          1 0.6247403780
## CD247                                         1          1 1.0173248458
## VNN2                                          1          1 0.4135836083
## PDIA4                                         1          1 0.7368477305
## ITGA4                                         1          1 0.3010914708
## CD102.ICAM2.AHS0155.pAbO                      1          1 0.3885728919
## DPP4                                          1          1 0.5212089348
## CD33.WM53.CD33.AHS0044.pAbO                   1          1 0.3205604612
## FYN                                           1          1 2.3068159428
## NINJ2                                         1          1 0.6606606011
## TRAC                                          1          1 0.4247920757
## STAT3                                         1          1 0.6682801041
## IGBP1                                         1          1 0.5594376891
## ADA                                           1          1 0.7829946525
## IFITM3                                        1          1 1.2933484665
## ITGAM                                         1          1 0.8933191502
## ADGRG3                                        1          1 0.3567809708
## XBP1                                          1          1 2.2097986200
## TIAF1                                         1          1 0.3909887266
## CCR1                                          1          1 0.3182588038
## GZMA                                          1          1 5.2357560253
## ENTPD1                                        1          1 0.6645873947
## PIK3AP1                                       1          1 1.1640208552
## IFNGR1                                        1          1 0.5477947514
## ATF6B                                         1          1 0.5735825860
## FYB                                           1          1 0.4104377328
## CD7                                           1          1 0.8187036579
## ITGB2                                         1          1 2.8057089298
## GLG1                                          1          1 0.3865763772
## KLRF1                                         1          1 1.0300050730
## PDIA6                                         1          1 1.8265562786
## SPOCK2                                        1          1 0.2380404735
## TRDC                                          1          1 2.0102535213
## TRIB2                                         1          1 0.5132627424
## FCGR3A                                        1          1 1.7480301395
## LIPA                                          1          1 0.6036602827
## GAPDH                                         1          1 5.8360397826
## LAP3                                          1          1 1.1830109859
## KIT                                           1          1 0.4576566563
## CST7                                          1          1 2.6435995155
## CD2                                           1          1 2.8229603484
## STAT4                                         1          1 1.4002624276
## CCR5                                          1          1 0.4962598991
## CCL5                                          1          1 3.1341242958
## BTG1                                          1          1 3.0385772504
## LYN                                           1          1 1.0188369506
## APOBEC3G                                      1          1 3.0356899262
## CD52                                          1          1 4.1701405020
## LGALS1                                        1          1 5.0739737034
## CCR6                                          1          1 0.2642338976
## LAT                                           1          1 0.5063234861
## IFITM2                                        1          1 1.8000964567
## GZMK                                          1          1 1.5591278101
## CXCR3                                         1          1 1.7816300103
## BCL2                                          1          1 0.6908897794
## TNFSF10                                       1          1 2.9644075479
## CD244                                         1          1 0.7704863810
## GNAI2                                         1          1 1.0887767737
## RPN2                                          1          1 1.8882718315
## GIMAP5                                        1          1 0.3771010261
## IL32                                          1          1 4.6565707483
## IKZF1                                         1          1 0.8137460783
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO         1          1 0.3447423300
## S100A10                                       1          1 2.5340989702
## VPS28                                         1          1 0.8642278882
## ITGAL                                         1          1 1.2123377303
## NCR3                                          1          1 1.5568549747
## GIMAP2                                        1          1 0.3022492545
## CASP5                                         1          1 0.8530538925
## IL4R                                          1          1 2.0060681950
## LAT2                                          1          1 1.1591150134
## IL23R                                         1          1 0.9078146419
## CASP3                                         1          1 1.1333841473
## LCK                                           1          1 1.9226089145
## CD48                                          1          1 2.7744425236
## KLRK1                                         1          1 1.7156940152
## IL2RB                                         1          1 4.3450459539
## CD3E                                          1          1 2.4562245456
## NKG7                                          1          1 5.3622375561
## PIK3IP1                                       1          1 0.2286583485
## FCER1G                                        1          1 3.5390542530
## RUNX3                                         1          1 2.4851539216
## CCND2                                         1          1 2.8727555703
## BIN2                                          1          1 1.0966696314
## CD335.NCR1.AHS0068.pAbO                       1          1 0.8181682965
## PTPRC                                         1          1 2.1050443649
## KLRB1                                         1          1 1.8026761162
## BAX                                           1          1 1.4606845663
## CTSW                                          1          1 4.6619167136
## TXK                                           1          1 0.9194675442
## DOCK8                                         1          1 1.3673957973
## CD37                                          1          1 1.4877635683
## TRBC2                                         1          1 2.8536399046
## LAMP1                                         1          1 1.8722022172
## ARL4C                                         1          1 0.9864903845
## PRF1                                          1          1 4.7786718568
## CXCR4                                         1          1 0.7987418612
## CD63                                          1          1 3.6864515566
## HLA.A                                         1          1 5.0780036605
## HLA.C                                         1          1 5.9408745831
## SELPLG                                        1          1 1.3498841006
##                                           other.average self.detected
## CSF2                                       1.727846e+00  0.9931428571
## CCL4                                       4.613061e+00  0.9997142857
## EGR3                                       6.094931e-01  0.8865714286
## XCL1                                       6.887974e-01  0.8862857143
## CCL3                                       3.228130e+00  0.9917142857
## DUSP2                                      1.566110e+00  0.9600000000
## IER3                                       7.370267e-01  0.8848571429
## ICAM1                                      1.438504e+00  0.9465714286
## TNF                                        2.465202e+00  0.9885714286
## IFNG                                       8.107179e-01  0.8148571429
## BCL2A1                                     5.180470e-01  0.7537142857
## MYC                                        1.173015e+00  0.8980000000
## CCL1                                       7.580079e-01  0.7445714286
## CD11b.ICRF44.ITGAM.AHS0184.pAbO            5.440469e-01  0.9928571429
## GZMB                                       5.392470e+00  1.0000000000
## IRF8                                       2.522717e+00  0.9814285714
## NAMPT                                      5.809458e-01  0.7371428571
## CD4.SK3.CD4.AHS0032.pAbO                   8.574497e-02  0.7391428571
## BIRC3                                      1.559849e+00  0.9282857143
## CD18.ITGB2.AHS0091.pAbO                    2.748043e+00  1.0000000000
## TBX21                                      1.385799e+00  0.9302857143
## CD2.CD2.AHS0029.pAbO                       2.506536e+00  1.0000000000
## EGR1                                       7.340993e-01  0.6488571429
## SEMA7A                                     2.827436e-01  0.5368571429
## LTA                                        6.095178e-01  0.6131428571
## CD69.CD69.AHS0010.pAbO                     2.150488e+00  1.0000000000
## FOSB                                       2.346220e-01  0.3940000000
## FN1                                        3.481500e-01  0.4548571429
## CD19.SJ25C1.CD19.AHS0030.pAbO              1.986297e-01  0.8774285714
## IRF4                                       2.848514e-01  0.4148571429
## CD70                                       1.145833e+00  0.7568571429
## FASLG                                      5.256685e-01  0.6542857143
## ZBED2                                      8.529756e-02  0.2654285714
## CD26.DPP4.AHS0109.pAbO                     3.187950e+00  1.0000000000
## CD38.HIT2.CD38.AHS0022.pAbO                1.465192e+00  1.0000000000
## IL2RA                                      1.747512e+00  0.9257142857
## LIF                                        7.667961e-01  0.6202857143
## CD226.CD226.AHS0079.pAbO                   7.977455e-01  0.9965714286
## CD69                                       1.600186e+00  0.8568571429
## TNFRSF8                                    2.496448e-01  0.3377142857
## Tim3.HAVCR2.AHS0016.pAbO                   2.335033e+00  1.0000000000
## TNFSF14                                    1.256286e+00  0.8640000000
## IL13                                       1.251491e-01  0.2262857143
## LAIR2                                      3.721258e-01  0.4040000000
## JUNB                                       1.791825e-01  0.3202857143
## FOSL1                                      6.183176e-02  0.2091428571
## ITK                                        1.339245e+00  0.9071428571
## BACH2                                      1.870273e-01  0.3008571429
## TNFRSF1B                                   1.769529e+00  0.9522857143
## STAT5A                                     6.773043e-01  0.6434285714
## CD80                                       1.682169e-01  0.2694285714
## CD39.ENTPD1.AHS0006.pAbO                   1.585913e+00  0.9971428571
## CD7.CD7.AHS0043.pAbO                       3.422637e+00  1.0000000000
## CD152.CTLA4.AHS0017.pAbO                   8.993464e-01  0.9997142857
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO         5.747948e-01  0.9925714286
## JUN                                        4.401348e-01  0.4580000000
## IL12RB2                                    8.277022e-01  0.6937142857
## YBX3                                       3.012459e-01  0.3537142857
## IL1RN                                      5.832153e-02  0.1271428571
## HLA.DRA                                    9.893456e-01  0.6380000000
## HLA.DRB3                                   5.117532e-01  0.4660000000
## IL3RA                                      1.360843e-01  0.1734285714
## DUSP4                                      1.616954e+00  0.8908571429
## IL3                                        4.415281e-02  0.0957142857
## KLRC3                                      6.153956e-01  0.5262857143
## FTH1                                       1.474609e-01  0.2011428571
## IgM.IGHM.AHS0198.pAbO                      2.313647e-01  0.9240000000
## PYCR1                                      1.855516e-01  0.2220000000
## CD25.2A3.IL2RA.AHS0026.pAbO                1.869713e-01  0.7265714286
## CLEC2D                                     1.254211e-01  0.1642857143
## TK1                                        7.928468e-01  0.4628571429
## CD72                                       4.180847e-02  0.0760000000
## UBE2C                                      5.857668e-01  0.3400000000
## CD274                                      3.237874e-02  0.0648571429
## TIGIT                                      9.153259e-01  0.6617142857
## TNFRSF9                                    1.039333e-02  0.0382857143
## CD14.MPHIP9.CD14.AHS0037.pAbO              1.301163e-01  0.7988571429
## CD9                                        2.860122e-01  0.2162857143
## HLA.DPB1                                   7.500547e-01  0.5737142857
## IL15RA                                     3.489279e-01  0.3600000000
## TYMS                                       1.645845e+00  0.7354285714
## GATA3                                      3.813847e-02  0.0542857143
## CTLA4                                      1.687739e-02  0.0302857143
## CD314.KLRK1.AHS0065.pAbO                   1.402748e+00  0.9994285714
## CD3D                                       1.077617e-01  0.0665714286
## LAMP3                                      2.033508e-02  0.0340000000
## KIAA0101                                   1.015778e+00  0.5411428571
## AIM2                                       2.093206e-02  0.0348571429
## CCNB1                                      4.648578e-01  0.3057142857
## IL1B                                       3.038459e-03  0.0154285714
## IER5                                       3.717479e-02  0.0462857143
## POU2AF1                                    7.123871e-04  0.0114285714
## CD27.L128.CD27.AHS0249.pAbO                6.492699e-02  0.5202857143
## CD40LG                                     1.675281e-01  0.1248571429
## AURKB                                      6.826155e-01  0.3757142857
## CXCL16                                     3.218288e-02  0.0365714286
## FOXP1                                      1.820943e-01  0.1797142857
## TCF7                                       8.886304e-03  0.0140000000
## IL4                                        2.844270e-03  0.0080000000
## CD40.CD40.AHS0117.pAbO                     9.044960e-03  0.1054285714
## B3GAT1                                     1.014472e-02  0.0134285714
## CXCL8                                      6.386098e-03  0.0085714286
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO  2.367175e-01  0.9354285714
## TNFRSF4                                    1.787690e-02  0.0225714286
## MCM4                                       7.685000e-01  0.5217142857
## IL1RL1                                     6.881069e-02  0.0711428571
## IL6                                        2.891464e-02  0.0277142857
## CD5.UCHT2.CD5.AHS0047.pAbO                 1.171108e-01  0.7322857143
## SLAMF1                                     5.645528e-03  0.0100000000
## CD86                                       1.323629e-01  0.1102857143
## CD200                                      6.423954e-05  0.0037142857
## LILRB4                                     2.590369e-03  0.0060000000
## LAG3                                       4.314878e-02  0.0357142857
## IL6R                                       4.337418e-04  0.0034285714
## TGFBI                                      9.756522e-03  0.0111428571
## QPCT                                       1.292480e-01  0.1108571429
## IL2                                        1.209756e-03  0.0037142857
## HAVCR2                                     2.609993e+00  0.9854285714
## CD79A                                      5.996064e-03  0.0077142857
## MGST1                                      7.313136e-02  0.0580000000
## SLC25A37                                   2.579448e-02  0.0271428571
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO        7.769167e-02  0.6020000000
## CD215.IL15RA.AHS0212.pAbO                  7.223711e-01  0.9991428571
## ADGRE1                                     4.335669e-03  0.0054285714
## CD3G                                       2.205296e-03  0.0031428571
## SLC7A7                                     1.491974e-03  0.0028571429
## CLEC4D                                     8.073317e-05  0.0011428571
## IL12A                                      7.492550e-04  0.0017142857
## CCL22                                      1.106714e-04  0.0011428571
## IL1R2                                      0.000000e+00  0.0008571429
## S100A9                                     8.682960e-04  0.0017142857
## IL5                                        5.742637e-04  0.0011428571
## BCL6                                       1.483664e-02  0.0142857143
## VMO1                                       3.778203e-03  0.0040000000
## CD127.IL7R.AHS0028.pAbO                    3.704637e-01  0.9737142857
## CCL2                                       7.487278e-04  0.0008571429
## EPX                                        0.000000e+00  0.0002857143
## IL22                                       0.000000e+00  0.0002857143
## LRRC32                                     0.000000e+00  0.0002857143
## CXCL3                                      2.852391e-05  0.0002857143
## SPP1                                       2.483321e-05  0.0002857143
## CLEC4E                                     6.426342e-05  0.0002857143
## PI3                                        1.196207e-04  0.0002857143
## CD24                                       2.423071e-03  0.0025714286
## KCNE3                                      1.589167e-04  0.0002857143
## CD28                                       8.670844e-04  0.0008571429
## GZMM                                       1.031847e-03  0.0008571429
## ALAS2                                      0.000000e+00  0.0000000000
## APOE                                       0.000000e+00  0.0000000000
## AQP9                                       0.000000e+00  0.0000000000
## AZU1                                       0.000000e+00  0.0000000000
## BLK                                        0.000000e+00  0.0000000000
## BLNK                                       0.000000e+00  0.0000000000
## BPI                                        0.000000e+00  0.0000000000
## C1QA                                       0.000000e+00  0.0000000000
## C1QB                                       0.000000e+00  0.0000000000
## CCL13                                      0.000000e+00  0.0000000000
## CCL17                                      0.000000e+00  0.0000000000
## CCL19                                      0.000000e+00  0.0000000000
## CCR9                                       0.000000e+00  0.0000000000
## CD1B                                       0.000000e+00  0.0000000000
## CD209                                      0.000000e+00  0.0000000000
## CD22                                       0.000000e+00  0.0000000000
## CD34                                       0.000000e+00  0.0000000000
## CEACAM8                                    0.000000e+00  0.0000000000
## CHI3L1                                     0.000000e+00  0.0000000000
## CLC                                        0.000000e+00  0.0000000000
## CLEC10A                                    0.000000e+00  0.0000000000
## CPA3                                       0.000000e+00  0.0000000000
## CXCL11                                     0.000000e+00  0.0000000000
## CXCL13                                     0.000000e+00  0.0000000000
## CXCL9                                      0.000000e+00  0.0000000000
## DEFA3                                      0.000000e+00  0.0000000000
## DEFA4                                      0.000000e+00  0.0000000000
## EBF1                                       0.000000e+00  0.0000000000
## ELANE                                      0.000000e+00  0.0000000000
## F13A1                                      0.000000e+00  0.0000000000
## FCER1A                                     0.000000e+00  0.0000000000
## FCER2                                      0.000000e+00  0.0000000000
## FCN1                                       0.000000e+00  0.0000000000
## GHR                                        0.000000e+00  0.0000000000
## IGHD_membrane                              0.000000e+00  0.0000000000
## IGHE_secreted                              0.000000e+00  0.0000000000
## IGHG1_membrane                             0.000000e+00  0.0000000000
## IGHG2_secreted                             0.000000e+00  0.0000000000
## IGHG4_secreted                             0.000000e+00  0.0000000000
## IGLC3                                      0.000000e+00  0.0000000000
## IL17A                                      0.000000e+00  0.0000000000
## IL17F                                      0.000000e+00  0.0000000000
## IL21                                       0.000000e+00  0.0000000000
## IL25                                       0.000000e+00  0.0000000000
## IL31                                       0.000000e+00  0.0000000000
## IL33                                       0.000000e+00  0.0000000000
## IL9                                        0.000000e+00  0.0000000000
## MME                                        0.000000e+00  0.0000000000
## MMP12                                      0.000000e+00  0.0000000000
## S100A12                                    0.000000e+00  0.0000000000
## TCL1A                                      0.000000e+00  0.0000000000
## TLR8                                       0.000000e+00  0.0000000000
## TNFRSF17                                   0.000000e+00  0.0000000000
## VPREB3                                     0.000000e+00  0.0000000000
## AOC3                                       3.519070e-05  0.0000000000
## CMKLR1                                     1.938098e-03  0.0020000000
## ARG1                                       3.183560e-05  0.0000000000
## CD36                                       3.940633e-05  0.0000000000
## CNTNAP3                                    5.105699e-05  0.0000000000
## FLT3                                       4.519264e-05  0.0000000000
## IGHG1_secreted                             3.787299e-05  0.0000000000
## IGHG3_secreted                             2.228778e-05  0.0000000000
## RNASE2                                     4.260036e-05  0.0000000000
## CXCL2                                      9.173893e-05  0.0000000000
## MS4A1                                      9.173210e-05  0.0000000000
## TREM1                                      1.342587e-03  0.0014285714
## CCR4                                       8.150675e-05  0.0000000000
## IFNA1                                      7.453880e-05  0.0000000000
## CD5                                        3.171650e-03  0.0020000000
## CD163                                      1.329792e-04  0.0000000000
## CD4                                        1.248605e-03  0.0008571429
## BTLA                                       1.372977e-04  0.0000000000
## CTSG                                       2.590915e-03  0.0025714286
## CD40                                       1.321452e-03  0.0008571429
## MMP9                                       2.029948e-04  0.0000000000
## F5                                         3.851577e-04  0.0002857143
## CR2                                        1.988928e-04  0.0000000000
## CD1C                                       1.909638e-04  0.0000000000
## CXCL10                                     6.605857e-04  0.0002857143
## CXCR2                                      1.655466e-03  0.0008571429
## IGHM_membrane                              1.209950e-03  0.0008571429
## MITF                                       3.129606e-04  0.0000000000
## JCHAIN                                     6.258622e-04  0.0000000000
## CD1A                                       5.872915e-03  0.0060000000
## IGHM_secreted                              6.622348e-04  0.0000000000
## THBD                                       4.292532e-04  0.0000000000
## TLR2                                       2.811917e-03  0.0014285714
## TPSAB1                                     3.131318e-03  0.0020000000
## VSIG4                                      7.381188e-04  0.0002857143
## FAM129C                                    6.942850e-04  0.0000000000
## CXCL1                                      8.792592e-04  0.0000000000
## ZAP70                                      8.579149e-02  0.0808571429
## CD8.SK1.CD8A.AHS0228.pAbO                  1.064942e+00  0.9794285714
## PDCD1                                      2.347301e-03  0.0011428571
## TNFRSF13C                                  1.805862e-03  0.0005714286
## TNFRSF18                                   4.887657e-02  0.0442857143
## TOP2A                                      8.746924e-01  0.4517142857
## PAX5                                       1.393029e-02  0.0120000000
## CCR10                                      1.741035e-03  0.0000000000
## LY86                                       8.405131e-03  0.0057142857
## CD8B                                       8.239410e-03  0.0037142857
## CD27                                       7.118711e-03  0.0034285714
## NT5E                                       6.934274e-03  0.0028571429
## CXCR1                                      3.388885e-03  0.0008571429
## FOXP3                                      5.527361e-02  0.0317142857
## CD22.CD22.AHS0195.pAbO                     2.233504e-01  0.9120000000
## PECAM1                                     4.908852e-01  0.4182857143
## CSF3                                       3.182254e-03  0.0002857143
## CMTM2                                      1.815028e-02  0.0134285714
## CCR7                                       7.248903e-03  0.0031428571
## TGFB3                                      8.029748e-03  0.0037142857
## TLR7                                       5.762770e-03  0.0014285714
## MKI67                                      2.457327e-01  0.1988571429
## CHI3L2                                     1.930297e-02  0.0128571429
## CXCR5                                      2.580407e-02  0.0128571429
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO           3.166009e+00  1.0000000000
## TLR9                                       6.834928e-03  0.0022857143
## CD14                                       1.057542e-02  0.0057142857
## CD103.ITGAE.AHS0001.pAbO                   2.974014e-02  0.2840000000
## CD95.FAS.AHS0023.pAbO                      2.976046e+00  1.0000000000
## IGKC                                       7.085500e-02  0.0305714286
## CCR3                                       1.445326e-02  0.0034285714
## CCL20                                      1.353114e-02  0.0014285714
## CD3.SK7.CD3E.AHS0033.pAbO                  8.282388e-02  0.5825714286
## LTB                                        5.564386e-02  0.0382857143
## TCF4                                       2.734532e-02  0.0177142857
## STAT6                                      1.747353e-01  0.1562857143
## CX3CR1                                     4.372937e-02  0.0214285714
## CD6                                        5.198258e-02  0.0205714286
## RNASE6                                     3.821026e-02  0.0260000000
## RGS1                                       1.015022e+00  0.5885714286
## NRP1                                       5.153640e-02  0.0368571429
## PMCH                                       9.847332e-02  0.0422857143
## HLA.DQA1                                   1.275871e+00  0.6331428571
## SELL                                       9.168534e-02  0.0557142857
## IL15                                       1.258622e-01  0.0994285714
## HLA.DPA1                                   1.388378e+00  0.8325714286
## FUT4                                       9.635059e-02  0.0780000000
## HMMR                                       3.202811e-01  0.2022857143
## KLRC4                                      1.230650e-01  0.0917142857
## CD28.CD28.2.CD28.AHS0024.pAbO              6.503098e-02  0.5151428571
## PTGDR2                                     7.069542e-02  0.0168571429
## S1PR1                                      1.191051e-01  0.0800000000
## IGHA1_secreted                             3.012695e-02  0.0060000000
## SNCA                                       6.192533e-02  0.0365714286
## MZB1                                       6.892921e-01  0.5334285714
## TNFRSF25                                   4.019248e-02  0.0014285714
## ICOS                                       4.492595e-01  0.3708571429
## MCM2                                       9.500797e-01  0.5568571429
## TNFSF13B                                   1.022637e-01  0.0662857143
## THBS1                                      6.043143e-02  0.0260000000
## CD1D.CD1D.AHS0219.pAbO                     3.849329e-01  0.9800000000
## RORC                                       1.599641e-01  0.0334285714
## BCL11B                                     1.809917e-01  0.1357142857
## CD160                                      6.219633e-02  0.0231428571
## TNFSF13                                    1.047843e-01  0.0717142857
## CD34.581.CD34.AHS0061.pAbO                 1.998423e-01  0.8828571429
## IL9R                                       7.132254e-02  0.0371428571
## PTTG2                                      3.635178e-01  0.2765714286
## PASK                                       2.490273e-01  0.2014285714
## KDELR1                                     1.532834e-01  0.1197142857
## IKZF2                                      9.655697e-02  0.0502857143
## KLRG1                                      6.242744e-02  0.0165714286
## CD79B                                      8.305086e-02  0.0328571429
## VEGFA                                      5.095079e-01  0.3611428571
## IL7R                                       1.044135e-01  0.0174285714
## TSPAN32                                    1.828859e-01  0.1242857143
## EOMES                                      1.774845e-01  0.1122857143
## ZNF683                                     2.086959e-01  0.0794285714
## CCR8                                       7.230489e-02  0.0237142857
## CD94.KLRD1.AHS0085.pAbO                    1.845803e+00  0.9994285714
## NCAM1                                      2.568388e-01  0.1980000000
## CCR7.CCR7.AHS0273.pAbO                     2.000380e-01  0.8817142857
## FAS                                        6.077906e-01  0.5054285714
## ITGAX                                      1.970924e+00  0.9320000000
## CD38                                       2.393442e-01  0.1657142857
## RORA                                       1.658079e-01  0.0900000000
## TNFSF8                                     1.629610e-01  0.0637142857
## CX3CR1.CX3CR1.AHS0125.pAbO                 1.518721e-01  0.7994285714
## TMEM97                                     5.275926e-01  0.3840000000
## FBXO22                                     3.147966e-01  0.2591428571
## CD45RO.PTPRC.AHS0036.pAbO                  4.321311e-01  0.9825714286
## GIMAP7                                     8.698355e-02  0.0197142857
## FOXO1                                      1.802804e-01  0.0900000000
## IgG.IGHG1_2_3_4.AHS0059.pAbO               1.195100e+00  0.9997142857
## CD44                                       1.971527e+00  0.9062857143
## FOXO3                                      1.958002e-01  0.1202857143
## KIR2DL1                                    1.798997e+00  0.7420000000
## LEF1                                       6.072206e-01  0.4022857143
## OAS1                                       2.746437e-01  0.1737142857
## HLA.DMA                                    8.234083e-01  0.6182857143
## CD45RA.HI100.PTPRC.AHS0009.pAbO            7.896695e-01  0.9488571429
## TRAT1                                      2.821263e-01  0.1168571429
## CD8A                                       1.309579e+00  0.5794285714
## PSEN1                                      3.117493e-01  0.2257142857
## HLA.DMB                                    6.169391e-01  0.4665714286
## GAB2                                       3.765926e-01  0.2702857143
## C10orf54                                   1.427145e+00  0.8228571429
## TARP_refseq                                1.628782e+00  0.8700000000
## CD81.CD81.AHS0021.pAbO                     2.562924e+00  1.0000000000
## IL18                                       2.387267e-01  0.1214285714
## FAM65B                                     2.398530e-01  0.1162857143
## HLA.DQB1                                   6.224873e-01  0.3740000000
## CBLB                                       6.917377e-01  0.4971428571
## LGALS9                                     3.615657e-01  0.2128571429
## CNOT2                                      9.861002e-01  0.7208571429
## PRDM1                                      1.205780e+00  0.7471428571
## CD33                                       3.462458e-01  0.2031428571
## ZBTB16                                     5.416688e-01  0.3474285714
## CCR2                                       2.301401e-01  0.0640000000
## IL12RB1                                    5.340451e-01  0.3768571429
## CXCR6                                      8.353440e-01  0.3514285714
## HMGB2                                      1.415067e+00  0.6145714286
## ANXA5                                      2.093578e+00  0.9517142857
## IL18RAP                                    9.013690e-01  0.5848571429
## CD279.EH12.1.PDCD1.AHS0014.pAbO            4.065615e-01  0.9222857143
## TGFB1                                      7.205797e-01  0.4562857143
## DUSP1                                      5.023629e-01  0.2165714286
## LGALS3                                     6.182931e-01  0.2900000000
## CXCL5                                      7.073964e-01  0.5271428571
## GZMH                                       8.957421e-01  0.4577142857
## KLRC1                                      3.037562e+00  0.9851428571
## PCNA                                       1.795299e+00  0.7720000000
## CD161.DX12.KLRB1.AHS0002.pAbO              4.134877e-01  0.9534285714
## ITGAE                                      8.046139e-01  0.5340000000
## CD74                                       4.035091e+00  0.9985714286
## IL18R1                                     9.364617e-01  0.6017142857
## CD300A                                     1.849207e+00  0.8742857143
## GNLY                                       7.279374e+00  1.0000000000
## STAT1                                      7.648407e-01  0.4742857143
## CTSD                                       9.126308e-01  0.5668571429
## CD247                                      1.286483e+00  0.7680000000
## VNN2                                       7.035629e-01  0.4185714286
## PDIA4                                      9.836405e-01  0.6528571429
## ITGA4                                      5.887927e-01  0.3362857143
## CD102.ICAM2.AHS0155.pAbO                   4.826644e-01  0.9662857143
## DPP4                                       8.017638e-01  0.5234285714
## CD33.WM53.CD33.AHS0044.pAbO                5.300671e-01  0.8637142857
## FYN                                        2.559743e+00  0.9754285714
## NINJ2                                      9.515159e-01  0.5945714286
## TRAC                                       8.022368e-01  0.4057142857
## STAT3                                      9.379006e-01  0.6131428571
## IGBP1                                      8.286022e-01  0.5631428571
## ADA                                        1.082654e+00  0.6654285714
## IFITM3                                     1.691504e+00  0.8094285714
## ITGAM                                      1.156171e+00  0.7351428571
## ADGRG3                                     7.432259e-01  0.3165714286
## XBP1                                       2.474850e+00  0.9620000000
## TIAF1                                      6.842829e-01  0.4222857143
## CCR1                                       6.275169e-01  0.3220000000
## GZMA                                       5.607166e+00  1.0000000000
## ENTPD1                                     1.022291e+00  0.5834285714
## PIK3AP1                                    1.509430e+00  0.7574285714
## IFNGR1                                     8.568935e-01  0.5360000000
## ATF6B                                      8.586795e-01  0.5697142857
## FYB                                        7.508380e-01  0.4200000000
## CD7                                        1.166693e+00  0.6580000000
## ITGB2                                      3.073945e+00  0.9745714286
## GLG1                                       7.402511e-01  0.4162857143
## KLRF1                                      1.540289e+00  0.7240000000
## PDIA6                                      2.136166e+00  0.9534285714
## SPOCK2                                     8.277753e-01  0.2237142857
## TRDC                                       2.438365e+00  0.9400000000
## TRIB2                                      9.391989e-01  0.4820000000
## FCGR3A                                     2.487930e+00  0.8225714286
## LIPA                                       9.626243e-01  0.5840000000
## GAPDH                                      6.113996e+00  1.0000000000
## LAP3                                       1.514623e+00  0.8520000000
## KIT                                        1.153642e+00  0.3748571429
## CST7                                       2.978994e+00  0.9905714286
## CD2                                        3.295750e+00  0.9554285714
## STAT4                                      1.756615e+00  0.8814285714
## CCR5                                       9.479661e-01  0.4588571429
## CCL5                                       3.852423e+00  0.9874285714
## BTG1                                       3.485266e+00  0.9980000000
## LYN                                        1.386196e+00  0.8034285714
## APOBEC3G                                   3.422045e+00  0.9965714286
## CD52                                       4.660248e+00  1.0000000000
## LGALS1                                     5.634667e+00  0.9997142857
## CCR6                                       8.200803e-01  0.2517142857
## LAT                                        9.621174e-01  0.4971428571
## IFITM2                                     2.312243e+00  0.9268571429
## GZMK                                       2.285881e+00  0.8420000000
## CXCR3                                      2.267035e+00  0.9174285714
## BCL2                                       1.156871e+00  0.6211428571
## TNFSF10                                    3.435246e+00  0.9962857143
## CD244                                      1.260076e+00  0.6605714286
## GNAI2                                      1.530687e+00  0.8171428571
## RPN2                                       2.286821e+00  0.9585714286
## GIMAP5                                     9.661274e-01  0.3608571429
## IL32                                       5.497138e+00  0.9948571429
## IKZF1                                      1.351381e+00  0.6882857143
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO      7.289114e-01  0.9577142857
## S100A10                                    3.015094e+00  0.9891428571
## VPS28                                      1.358858e+00  0.7417142857
## ITGAL                                      1.759097e+00  0.8388571429
## NCR3                                       2.118601e+00  0.9040000000
## GIMAP2                                     8.500638e-01  0.3254285714
## CASP5                                      1.402978e+00  0.7282857143
## IL4R                                       2.561160e+00  0.9714285714
## LAT2                                       1.800861e+00  0.8014285714
## IL23R                                      1.514477e+00  0.7391428571
## CASP3                                      1.695902e+00  0.8182857143
## LCK                                        2.533471e+00  0.9537142857
## CD48                                       3.338358e+00  0.9937142857
## KLRK1                                      2.349904e+00  0.9417142857
## IL2RB                                      4.968336e+00  0.9997142857
## CD3E                                       3.180151e+00  0.9828571429
## NKG7                                       5.940434e+00  0.9997142857
## PIK3IP1                                    1.231590e+00  0.2311428571
## FCER1G                                     4.183953e+00  0.9968571429
## RUNX3                                      3.205854e+00  0.9851428571
## CCND2                                      3.572890e+00  0.9940000000
## BIN2                                       1.832150e+00  0.8062857143
## CD335.NCR1.AHS0068.pAbO                    1.211195e+00  0.9977142857
## PTPRC                                      2.776128e+00  0.9734285714
## KLRB1                                      3.052475e+00  0.8708571429
## BAX                                        2.271181e+00  0.8934285714
## CTSW                                       5.253768e+00  1.0000000000
## TXK                                        1.806834e+00  0.7117142857
## DOCK8                                      2.095402e+00  0.8931428571
## CD37                                       2.331218e+00  0.9148571429
## TRBC2                                      3.508086e+00  0.9988571429
## LAMP1                                      2.584468e+00  0.9697142857
## ARL4C                                      1.943026e+00  0.7280000000
## PRF1                                       5.398091e+00  0.9997142857
## CXCR4                                      2.540472e+00  0.5860000000
## CD63                                       4.429383e+00  1.0000000000
## HLA.A                                      5.726769e+00  1.0000000000
## HLA.C                                      6.667283e+00  1.0000000000
## SELPLG                                     2.830768e+00  0.8331428571
##                                           other.detected mean.logFC.cohen
## CSF2                                        7.753336e-01     2.3380154766
## CCL4                                        9.913541e-01     2.3833316168
## EGR3                                        3.180319e-01     1.5255990484
## XCL1                                        4.301831e-01     1.3424624551
## CCL3                                        9.343946e-01     1.4324802425
## DUSP2                                       6.609337e-01     1.3699862433
## IER3                                        4.591666e-01     1.2138168501
## ICAM1                                       7.496539e-01     1.0759157909
## TNF                                         8.842371e-01     1.0449321310
## IFNG                                        5.299857e-01     1.0636796629
## BCL2A1                                      3.607308e-01     1.0060870947
## MYC                                         6.075778e-01     0.9583898018
## CCL1                                        4.661993e-01     1.0785817155
## CD11b.ICRF44.ITGAM.AHS0184.pAbO             9.581330e-01     0.8278981011
## GZMB                                        9.976447e-01     0.7839223081
## IRF8                                        8.984139e-01     0.6995244911
## NAMPT                                       4.052834e-01     0.7056905068
## CD4.SK3.CD4.AHS0032.pAbO                    4.743699e-01     0.6009802090
## BIRC3                                       7.375946e-01     0.7029549724
## CD18.ITGB2.AHS0091.pAbO                     9.995726e-01     0.6605504798
## TBX21                                       7.284016e-01     0.6523429267
## CD2.CD2.AHS0029.pAbO                        9.995726e-01     0.5084263305
## EGR1                                        3.820417e-01     0.5777664885
## SEMA7A                                      2.299773e-01     0.5281821558
## LTA                                         3.769303e-01     0.5172406936
## CD69.CD69.AHS0010.pAbO                      9.997976e-01     0.4676486262
## FOSB                                        1.586268e-01     0.4273021385
## FN1                                         2.202724e-01     0.4297744228
## CD19.SJ25C1.CD19.AHS0030.pAbO               7.746487e-01     0.3873082728
## IRF4                                        1.926729e-01     0.4260554182
## CD70                                        5.377436e-01     0.4000967933
## FASLG                                       3.934154e-01     0.3743727563
## ZBED2                                       6.466413e-02     0.4792504650
## CD26.DPP4.AHS0109.pAbO                      1.000000e+00     0.3452493834
## CD38.HIT2.CD38.AHS0022.pAbO                 9.969744e-01     0.4068301010
## IL2RA                                       7.984271e-01     0.3588218543
## LIF                                         4.224521e-01     0.3755180625
## CD226.CD226.AHS0079.pAbO                    9.742951e-01     0.3487603896
## CD69                                        7.574714e-01     0.3632681248
## TNFRSF8                                     1.635268e-01     0.3710250948
## Tim3.HAVCR2.AHS0016.pAbO                    9.995726e-01     0.3107230319
## TNFSF14                                     7.193913e-01     0.3072496157
## IL13                                        6.959232e-02     0.4127547575
## LAIR2                                       2.333242e-01     0.2582195319
## JUNB                                        1.515094e-01     0.2490426306
## FOSL1                                       5.764034e-02     0.3652259203
## ITK                                         7.743134e-01     0.2799007677
## BACH2                                       1.600231e-01     0.2066326104
## TNFRSF1B                                    8.486709e-01     0.2453013501
## STAT5A                                      5.023684e-01     0.2451284083
## CD80                                        1.414560e-01     0.1643061780
## CD39.ENTPD1.AHS0006.pAbO                    9.959931e-01     0.1962121678
## CD7.CD7.AHS0043.pAbO                        1.000000e+00     0.1684392092
## CD152.CTLA4.AHS0017.pAbO                    9.997636e-01     0.1505188853
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO          9.871541e-01     0.1514605888
## JUN                                         3.192178e-01     0.0845002852
## IL12RB2                                     5.043453e-01     0.1704061096
## YBX3                                        2.379502e-01     0.0768399492
## IL1RN                                       4.673294e-02     0.2347405074
## HLA.DRA                                     4.909572e-01     0.0991881549
## HLA.DRB3                                    3.357751e-01     0.0793956598
## IL3RA                                       9.947784e-02     0.1114831663
## DUSP4                                       7.506282e-01     0.1337523425
## IL3                                         3.537879e-02     0.2636209109
## KLRC3                                       3.995993e-01     0.0317383977
## FTH1                                        1.315268e-01     0.0500087500
## IgM.IGHM.AHS0198.pAbO                       8.896415e-01     0.0877742412
## PYCR1                                       1.586226e-01     0.0648586581
## CD25.2A3.IL2RA.AHS0026.pAbO                 6.777093e-01     0.0545164854
## CLEC2D                                      1.103682e-01     0.0440988300
## TK1                                         3.778045e-01     0.0774840098
## CD72                                        3.842197e-02     0.0751198957
## UBE2C                                       2.738811e-01     0.0890899111
## CD274                                       3.171906e-02     0.0840237326
## TIGIT                                       5.216145e-01     0.0427557671
## TNFRSF9                                     8.973928e-03     0.1556358414
## CD14.MPHIP9.CD14.AHS0037.pAbO               7.487996e-01     0.0300080172
## CD9                                         1.815425e-01     0.0305148343
## HLA.DPB1                                    4.457616e-01    -0.0181547443
## IL15RA                                      2.901334e-01    -0.0564559687
## TYMS                                        6.430915e-01     0.0055110432
## GATA3                                       3.575293e-02     0.0176430315
## CTLA4                                       1.308035e-02     0.0768445261
## CD314.KLRK1.AHS0065.pAbO                    9.994399e-01     0.0325854686
## CD3D                                        4.955089e-02     0.0264939752
## LAMP3                                       1.769002e-02     0.0498650602
## KIAA0101                                    4.623499e-01    -0.0172711621
## AIM2                                        2.031148e-02     0.0406311867
## CCNB1                                       2.597110e-01     0.0186294342
## IL1B                                        2.594145e-03     0.1169420439
## IER5                                        3.385479e-02    -0.0271718152
## POU2AF1                                     7.383342e-04     0.1260654247
## CD27.L128.CD27.AHS0249.pAbO                 4.841435e-01    -0.0208303648
## CD40LG                                      1.117036e-01     0.0635002335
## AURKB                                       3.263349e-01     0.0143375512
## CXCL16                                      2.875989e-02    -0.0130960305
## FOXP1                                       1.574807e-01    -0.0879681940
## TCF7                                        7.538173e-03     0.0244092978
## IL4                                         1.679252e-03     0.0824788299
## CD40.CD40.AHS0117.pAbO                      9.769101e-02    -0.0087060676
## B3GAT1                                      7.630969e-03     0.0381890335
## CXCL8                                       2.890802e-03     0.0620183316
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO   9.161293e-01     0.0002813341
## TNFRSF4                                     1.704140e-02    -0.0009604983
## MCM4                                        4.350172e-01    -0.0518601436
## IL1RL1                                      6.404911e-02    -0.0176135944
## IL6                                         2.286048e-02     0.0209245196
## CD5.UCHT2.CD5.AHS0047.pAbO                  6.980490e-01    -0.0062724391
## SLAMF1                                      5.927317e-03     0.0241536499
## CD86                                        1.015097e-01    -0.0196570682
## CD200                                       9.225092e-05     0.0744650108
## LILRB4                                      2.656018e-03     0.0432437449
## LAG3                                        3.179362e-02    -0.0097012519
## IL6R                                        5.082888e-04     0.0593881744
## TGFBI                                       8.266072e-03    -0.0184002832
## QPCT                                        1.031157e-01    -0.0473052800
## IL2                                         1.078366e-03     0.0491472110
## HAVCR2                                      9.476004e-01     0.0305091381
## CD79A                                       5.650032e-03     0.0116776875
## MGST1                                       5.468399e-02     0.0004695432
## SLC25A37                                    2.499533e-02    -0.0389413435
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO         5.622664e-01    -0.0175908007
## CD215.IL15RA.AHS0212.pAbO                   9.985242e-01     0.0044602139
## ADGRE1                                      3.943670e-03     0.0128437738
## CD3G                                        1.681540e-03     0.0211248430
## SLC7A7                                      1.508068e-03     0.0136353209
## CLEC4D                                      6.313131e-05     0.0380882870
## IL12A                                       6.339696e-04     0.0178073678
## CCL22                                       1.327571e-04     0.0371718695
## IL1R2                                       0.000000e+00     0.0409149111
## S100A9                                      9.299863e-04     0.0144735659
## IL5                                         4.273169e-04     0.0341871224
## BCL6                                        1.361736e-02    -0.0313737022
## VMO1                                        3.451613e-03    -0.0103792718
## CD127.IL7R.AHS0028.pAbO                     9.700841e-01    -0.0104937781
## CCL2                                        4.379547e-04     0.0132769797
## EPX                                         0.000000e+00     0.0239045722
## IL22                                        0.000000e+00     0.0239045722
## LRRC32                                      0.000000e+00     0.0239045722
## CXCL3                                       3.481288e-05     0.0224182244
## SPP1                                        3.481288e-05     0.0209138789
## CLEC4E                                      9.225092e-05     0.0155508770
## PI3                                         1.270638e-04     0.0152488410
## CD24                                        2.413257e-03    -0.0076277379
## KCNE3                                       1.441961e-04     0.0134223254
## CD28                                        7.311126e-04     0.0032729044
## GZMM                                        8.257885e-04    -0.0024382157
## ALAS2                                       0.000000e+00     0.0000000000
## APOE                                        0.000000e+00     0.0000000000
## AQP9                                        0.000000e+00     0.0000000000
## AZU1                                        0.000000e+00     0.0000000000
## BLK                                         0.000000e+00     0.0000000000
## BLNK                                        0.000000e+00     0.0000000000
## BPI                                         0.000000e+00     0.0000000000
## C1QA                                        0.000000e+00     0.0000000000
## C1QB                                        0.000000e+00     0.0000000000
## CCL13                                       0.000000e+00     0.0000000000
## CCL17                                       0.000000e+00     0.0000000000
## CCL19                                       0.000000e+00     0.0000000000
## CCR9                                        0.000000e+00     0.0000000000
## CD1B                                        0.000000e+00     0.0000000000
## CD209                                       0.000000e+00     0.0000000000
## CD22                                        0.000000e+00     0.0000000000
## CD34                                        0.000000e+00     0.0000000000
## CEACAM8                                     0.000000e+00     0.0000000000
## CHI3L1                                      0.000000e+00     0.0000000000
## CLC                                         0.000000e+00     0.0000000000
## CLEC10A                                     0.000000e+00     0.0000000000
## CPA3                                        0.000000e+00     0.0000000000
## CXCL11                                      0.000000e+00     0.0000000000
## CXCL13                                      0.000000e+00     0.0000000000
## CXCL9                                       0.000000e+00     0.0000000000
## DEFA3                                       0.000000e+00     0.0000000000
## DEFA4                                       0.000000e+00     0.0000000000
## EBF1                                        0.000000e+00     0.0000000000
## ELANE                                       0.000000e+00     0.0000000000
## F13A1                                       0.000000e+00     0.0000000000
## FCER1A                                      0.000000e+00     0.0000000000
## FCER2                                       0.000000e+00     0.0000000000
## FCN1                                        0.000000e+00     0.0000000000
## GHR                                         0.000000e+00     0.0000000000
## IGHD_membrane                               0.000000e+00     0.0000000000
## IGHE_secreted                               0.000000e+00     0.0000000000
## IGHG1_membrane                              0.000000e+00     0.0000000000
## IGHG2_secreted                              0.000000e+00     0.0000000000
## IGHG4_secreted                              0.000000e+00     0.0000000000
## IGLC3                                       0.000000e+00     0.0000000000
## IL17A                                       0.000000e+00     0.0000000000
## IL17F                                       0.000000e+00     0.0000000000
## IL21                                        0.000000e+00     0.0000000000
## IL25                                        0.000000e+00     0.0000000000
## IL31                                        0.000000e+00     0.0000000000
## IL33                                        0.000000e+00     0.0000000000
## IL9                                         0.000000e+00     0.0000000000
## MME                                         0.000000e+00     0.0000000000
## MMP12                                       0.000000e+00     0.0000000000
## S100A12                                     0.000000e+00     0.0000000000
## TCL1A                                       0.000000e+00     0.0000000000
## TLR8                                        0.000000e+00     0.0000000000
## TNFRSF17                                    0.000000e+00     0.0000000000
## VPREB3                                      0.000000e+00     0.0000000000
## AOC3                                        3.481288e-05    -0.0037316420
## CMKLR1                                      2.039816e-03    -0.0030525557
## ARG1                                        4.612546e-05    -0.0042953678
## CD36                                        4.612546e-05    -0.0042953678
## CNTNAP3                                     4.612546e-05    -0.0042953678
## FLT3                                        4.612546e-05    -0.0042953678
## IGHG1_secreted                              4.612546e-05    -0.0042953678
## IGHG3_secreted                              4.612546e-05    -0.0042953678
## RNASE2                                      4.612546e-05    -0.0042953678
## CXCL2                                       6.313131e-05    -0.0050251891
## MS4A1                                       6.962576e-05    -0.0051491561
## TREM1                                       1.502208e-03     0.0025784201
## CCR4                                        8.093834e-05    -0.0080270098
## IFNA1                                       8.093834e-05    -0.0080270098
## CD5                                         2.096438e-03    -0.0049191395
## CD163                                       1.157512e-04    -0.0095731551
## CD4                                         9.908595e-04    -0.0032047380
## BTLA                                        1.383764e-04    -0.0070215889
## CTSG                                        2.714666e-03     0.0045420147
## CD40                                        1.007813e-03    -0.0066082582
## MMP9                                        1.731893e-04    -0.0109810814
## F5                                          4.621633e-04     0.0036263823
## CR2                                         1.958884e-04    -0.0123639355
## CD1C                                        2.428150e-04    -0.0138449664
## CXCL10                                      5.587245e-04    -0.0126782803
## CXCR2                                       1.245810e-03    -0.0151274805
## IGHM_membrane                               1.246623e-03    -0.0121303866
## MITF                                        4.273504e-04    -0.0130744090
## JCHAIN                                      4.904817e-04    -0.0180995981
## CD1A                                        6.489607e-03     0.0034269269
## IGHM_secreted                               5.188931e-04    -0.0256419391
## THBD                                        5.317891e-04    -0.0192552912
## TLR2                                        2.067460e-03    -0.0198720076
## TPSAB1                                      2.725145e-03    -0.0092550513
## VSIG4                                       1.016578e-03    -0.0099146341
## FAM129C                                     7.674349e-04    -0.0329666697
## CXCL1                                       8.547009e-04    -0.0184764534
## ZAP70                                       7.838640e-02    -0.0736140752
## CD8.SK1.CD8A.AHS0228.pAbO                   9.722516e-01     0.0368077482
## PDCD1                                       2.172620e-03    -0.0146873825
## TNFRSF13C                                   1.650347e-03    -0.0374960943
## TNFRSF18                                    4.426353e-02    -0.0456622771
## TOP2A                                       4.031317e-01    -0.0169420912
## PAX5                                        1.325510e-02    -0.0210271744
## CCR10                                       1.366246e-03    -0.0361618131
## LY86                                        7.094416e-03    -0.0449460681
## CD8B                                        5.231294e-03    -0.0383470231
## CD27                                        5.221120e-03    -0.0205567144
## NT5E                                        4.908897e-03     0.0037431847
## CXCR1                                       3.116100e-03    -0.0346912508
## FOXP3                                       3.372746e-02    -0.0439534615
## CD22.CD22.AHS0195.pAbO                      8.907745e-01    -0.0267429769
## PECAM1                                      3.570210e-01    -0.0512948462
## CSF3                                        3.143734e-03    -0.0376860238
## CMTM2                                       1.617067e-02    -0.0542914136
## CCR7                                        6.041597e-03    -0.0562603166
## TGFB3                                       6.849114e-03    -0.0439928577
## TLR7                                        4.579451e-03    -0.0144467112
## MKI67                                       1.831296e-01    -0.0130035758
## CHI3L2                                      1.661898e-02    -0.0737654065
## CXCR5                                       1.670528e-02    -0.0170350577
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO            1.000000e+00     0.0053965375
## TLR9                                        6.460070e-03    -0.0496182469
## CD14                                        1.033207e-02    -0.0671618131
## CD103.ITGAE.AHS0001.pAbO                    2.755146e-01    -0.0485036920
## CD95.FAS.AHS0023.pAbO                       1.000000e+00     0.0575462110
## IGKC                                        3.709329e-02    -0.0152563786
## CCR3                                        1.041005e-02    -0.1005625034
## CCL20                                       9.102681e-03    -0.0681814631
## CD3.SK7.CD3E.AHS0033.pAbO                   5.569261e-01     0.0102764377
## LTB                                         4.535583e-02    -0.0979966176
## TCF4                                        2.557145e-02    -0.0795279766
## STAT6                                       1.512036e-01    -0.1226076494
## CX3CR1                                      2.955476e-02    -0.1027031480
## CD6                                         2.891874e-02    -0.0466019624
## RNASE6                                      3.412868e-02    -0.0943266140
## RGS1                                        5.202766e-01    -0.0291019892
## NRP1                                        4.505851e-02    -0.0720036393
## PMCH                                        5.237563e-02    -0.0713874474
## HLA.DQA1                                    5.322407e-01    -0.0599784057
## SELL                                        6.640552e-02    -0.0981719054
## IL15                                        1.053511e-01    -0.1389050275
## HLA.DPA1                                    6.962520e-01    -0.0158290078
## FUT4                                        8.853150e-02    -0.1392452563
## HMMR                                        1.959239e-01    -0.0319140645
## KLRC4                                       1.014695e-01    -0.1457007407
## CD28.CD28.2.CD28.AHS0024.pAbO               5.009793e-01    -0.0506957555
## PTGDR2                                      3.291029e-02    -0.0238835485
## S1PR1                                       9.220214e-02    -0.1433368112
## IGHA1_secreted                              2.379517e-02    -0.1583988828
## SNCA                                        5.397906e-02    -0.1369509721
## MZB1                                        4.516127e-01    -0.1036360937
## TNFRSF25                                    2.180124e-02    -0.1002826488
## ICOS                                        3.390369e-01    -0.1115299664
## MCM2                                        4.897912e-01    -0.0949879787
## TNFSF13B                                    8.401191e-02    -0.1568262908
## THBS1                                       4.673475e-02    -0.1391386862
## CD1D.CD1D.AHS0219.pAbO                      9.722743e-01    -0.0495894126
## RORC                                        5.527101e-02    -0.0176588324
## BCL11B                                      1.480904e-01    -0.1222875781
## CD160                                       4.666594e-02    -0.0942440173
## TNFSF13                                     9.167059e-02    -0.1697968482
## CD34.581.CD34.AHS0061.pAbO                  8.714504e-01    -0.0510176773
## IL9R                                        6.267844e-02    -0.1559522926
## PTTG2                                       2.673742e-01    -0.1343626738
## PASK                                        2.081118e-01    -0.1784163060
## KDELR1                                      1.401752e-01    -0.1824032213
## IKZF2                                       7.938679e-02    -0.1871907016
## KLRG1                                       4.843815e-02    -0.1919881742
## CD79B                                       6.620889e-02    -0.1752761007
## VEGFA                                       3.354295e-01    -0.1642111818
## IL7R                                        5.285897e-02    -0.1785021888
## TSPAN32                                     1.509755e-01    -0.1887452479
## EOMES                                       1.412186e-01    -0.1827346850
## ZNF683                                      1.147256e-01    -0.1447378784
## CCR8                                        6.335550e-02    -0.1240431647
## CD94.KLRD1.AHS0085.pAbO                     9.969161e-01    -0.0131458120
## NCAM1                                       2.144064e-01    -0.2088354877
## CCR7.CCR7.AHS0273.pAbO                      8.641585e-01    -0.0761500154
## FAS                                         4.498704e-01    -0.1526416782
## ITGAX                                       8.255357e-01    -0.0910820625
## CD38                                        1.943268e-01    -0.1822229235
## RORA                                        1.307019e-01    -0.2379748818
## TNFSF8                                      1.095097e-01    -0.2302577154
## CX3CR1.CX3CR1.AHS0125.pAbO                  7.934224e-01    -0.0943913791
## TMEM97                                      3.653927e-01    -0.1674811168
## FBXO22                                      2.741697e-01    -0.2194139111
## CD45RO.PTPRC.AHS0036.pAbO                   9.765951e-01    -0.1086920516
## GIMAP7                                      7.408149e-02    -0.2935092334
## FOXO1                                       1.380857e-01    -0.2253731378
## IgG.IGHG1_2_3_4.AHS0059.pAbO                9.974194e-01    -0.1322729928
## CD44                                        8.539753e-01    -0.0806202623
## FOXO3                                       1.659150e-01    -0.2616996606
## KIR2DL1                                     6.619875e-01    -0.1019247100
## LEF1                                        3.962833e-01    -0.1817552955
## OAS1                                        2.177193e-01    -0.2270365514
## HLA.DMA                                     5.423897e-01    -0.1618720340
## CD45RA.HI100.PTPRC.AHS0009.pAbO             9.369128e-01    -0.1728883077
## TRAT1                                       1.716209e-01    -0.2311682226
## CD8A                                        5.468209e-01    -0.1569959691
## PSEN1                                       2.578481e-01    -0.2712889572
## HLA.DMB                                     4.376340e-01    -0.1811804290
## GAB2                                        2.933339e-01    -0.2664623469
## C10orf54                                    7.602943e-01    -0.0967652484
## TARP_refseq                                 8.078719e-01    -0.1068862044
## CD81.CD81.AHS0021.pAbO                      1.000000e+00    -0.1536244921
## IL18                                        1.917466e-01    -0.3124280640
## FAM65B                                      1.903136e-01    -0.3166855343
## HLA.DQB1                                    3.847761e-01    -0.2463152020
## CBLB                                        4.855495e-01    -0.2384636532
## LGALS9                                      2.764674e-01    -0.3105578617
## CNOT2                                       6.581248e-01    -0.1576581459
## PRDM1                                       7.015370e-01    -0.1722917016
## CD33                                        2.702609e-01    -0.2995988494
## ZBTB16                                      3.885208e-01    -0.3037692406
## CCR2                                        1.680768e-01    -0.3860892136
## IL12RB1                                     4.108958e-01    -0.3028913815
## CXCR6                                       4.174795e-01    -0.3218624320
## HMGB2                                       6.318728e-01    -0.2786743932
## ANXA5                                       9.083471e-01    -0.1919850486
## IL18RAP                                     5.690470e-01    -0.2889806430
## CD279.EH12.1.PDCD1.AHS0014.pAbO             9.291240e-01    -0.2174880137
## TGFB1                                       4.798004e-01    -0.3312844995
## DUSP1                                       3.125525e-01    -0.3825318581
## LGALS3                                      3.698606e-01    -0.3591569576
## CXCL5                                       5.250103e-01    -0.3261020686
## GZMH                                        4.966514e-01    -0.3210954974
## KLRC1                                       9.572993e-01    -0.1963980740
## PCNA                                        7.616645e-01    -0.2661422288
## CD161.DX12.KLRB1.AHS0002.pAbO               9.507154e-01    -0.2338897804
## ITGAE                                       5.467139e-01    -0.3298121773
## CD74                                        9.892916e-01    -0.2636956236
## IL18R1                                      5.938380e-01    -0.3145946447
## CD300A                                      8.262568e-01    -0.2832449328
## GNLY                                        1.000000e+00    -0.2667595126
## STAT1                                       5.072262e-01    -0.3780739967
## CTSD                                        5.781893e-01    -0.3596925086
## CD247                                       7.183279e-01    -0.2899950702
## VNN2                                        4.829075e-01    -0.4032552252
## PDIA4                                       6.360640e-01    -0.3281336316
## ITGA4                                       4.235575e-01    -0.4444963608
## CD102.ICAM2.AHS0155.pAbO                    9.657948e-01    -0.3196846249
## DPP4                                        5.430014e-01    -0.3936628055
## CD33.WM53.CD33.AHS0044.pAbO                 8.670604e-01    -0.3098080191
## FYN                                         9.634395e-01    -0.2877242959
## NINJ2                                       6.015288e-01    -0.3649484792
## TRAC                                        4.805295e-01    -0.4363132835
## STAT3                                       6.244042e-01    -0.3562099897
## IGBP1                                       5.799312e-01    -0.3821973594
## ADA                                         6.513733e-01    -0.3640479636
## IFITM3                                      7.619882e-01    -0.3567388294
## ITGAM                                       7.041688e-01    -0.3298311760
## ADGRG3                                      4.354411e-01    -0.4713396050
## XBP1                                        9.430109e-01    -0.2907639786
## TIAF1                                       4.989750e-01    -0.4428102674
## CCR1                                        4.441285e-01    -0.4599615252
## GZMA                                        9.993201e-01    -0.3670558845
## ENTPD1                                      6.066634e-01    -0.4206320969
## PIK3AP1                                     7.630838e-01    -0.3447307780
## IFNGR1                                      5.855915e-01    -0.4212977793
## ATF6B                                       5.986750e-01    -0.4088930505
## FYB                                         5.107334e-01    -0.4783820578
## CD7                                         6.742484e-01    -0.4036202642
## ITGB2                                       9.198481e-01    -0.3292879701
## GLG1                                        5.256451e-01    -0.5263677872
## KLRF1                                       7.115921e-01    -0.4513297479
## PDIA6                                       9.197766e-01    -0.3982211968
## SPOCK2                                      4.146928e-01    -0.6489452476
## TRDC                                        9.185853e-01    -0.4340598413
## TRIB2                                       5.866281e-01    -0.5416415942
## FCGR3A                                      7.796199e-01    -0.5498844404
## LIPA                                        6.437398e-01    -0.5021923314
## GAPDH                                       1.000000e+00    -0.4863072275
## LAP3                                        8.243162e-01    -0.4194651861
## KIT                                         5.223998e-01    -0.6712213790
## CST7                                        9.678875e-01    -0.4558902841
## CD2                                         9.193545e-01    -0.3828976906
## STAT4                                       8.745098e-01    -0.4264725529
## CCR5                                        5.927675e-01    -0.5734065950
## CCL5                                        9.704373e-01    -0.7278735283
## BTG1                                        9.946816e-01    -0.5346693311
## LYN                                         7.951053e-01    -0.4806849195
## APOBEC3G                                    9.890948e-01    -0.5163155722
## CD52                                        9.984633e-01    -0.6120210277
## LGALS1                                      9.999369e-01    -0.5608960825
## CCR6                                        4.750225e-01    -0.7018804629
## LAT                                         6.222645e-01    -0.6077322482
## IFITM2                                      9.039235e-01    -0.5326416699
## GZMK                                        8.126054e-01    -0.6107308596
## CXCR3                                       8.975353e-01    -0.5293440756
## BCL2                                        7.043042e-01    -0.5873439492
## TNFSF10                                     9.895011e-01    -0.5683404076
## CD244                                       7.414022e-01    -0.6103352438
## GNAI2                                       8.196707e-01    -0.5681785997
## RPN2                                        9.440500e-01    -0.5265103418
## GIMAP5                                      5.781565e-01    -0.7484783549
## IL32                                        9.925622e-01    -0.5583236620
## IKZF1                                       7.595690e-01    -0.6750211596
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO       9.677937e-01    -0.7870040964
## S100A10                                     9.844246e-01    -0.6109537548
## VPS28                                       7.941748e-01    -0.6464956539
## ITGAL                                       8.658013e-01    -0.6514682560
## NCR3                                        8.996559e-01    -0.6501001248
## GIMAP2                                      5.813914e-01    -0.8099209523
## CASP5                                       7.888598e-01    -0.6838186085
## IL4R                                        9.657233e-01    -0.6592310916
## LAT2                                        8.386672e-01    -0.7079830520
## IL23R                                       8.064462e-01    -0.7252931137
## CASP3                                       8.693398e-01    -0.6915365336
## LCK                                         9.595136e-01    -0.7161819286
## CD48                                        9.942790e-01    -0.7231817615
## KLRK1                                       9.434556e-01    -0.7413971754
## IL2RB                                       9.997465e-01    -0.9067156720
## CD3E                                        9.784496e-01    -0.8224718156
## NKG7                                        9.978171e-01    -1.0107706370
## PIK3IP1                                     5.993391e-01    -1.2024332247
## FCER1G                                      9.972820e-01    -0.8676046723
## RUNX3                                       9.882066e-01    -0.8523239041
## CCND2                                       9.951913e-01    -0.8761899520
## BIN2                                        8.937992e-01    -0.8836547437
## CD335.NCR1.AHS0068.pAbO                     9.981583e-01    -0.9589536772
## PTPRC                                       9.829603e-01    -0.8725563886
## KLRB1                                       9.314236e-01    -1.0110267763
## BAX                                         9.316369e-01    -0.9017668818
## CTSW                                        9.998737e-01    -0.9611090773
## TXK                                         8.633088e-01    -1.0197616055
## DOCK8                                       9.334673e-01    -0.9179153140
## CD37                                        9.546738e-01    -1.0019923018
## TRBC2                                       9.978321e-01    -0.9675297690
## LAMP1                                       9.799937e-01    -0.9665510504
## ARL4C                                       8.847746e-01    -1.0587757233
## PRF1                                        9.999539e-01    -1.0422149446
## CXCR4                                       8.309952e-01    -1.6816815708
## CD63                                        9.997645e-01    -1.2298561466
## HLA.A                                       1.000000e+00    -1.2603895138
## HLA.C                                       1.000000e+00    -1.3159654896
## SELPLG                                      9.737894e-01    -1.6591292809
##                                           min.logFC.cohen median.logFC.cohen
## CSF2                                          1.819825823       2.3574163714
## CCL4                                          0.297305824       2.5641272245
## EGR3                                          0.846412927       1.5150091574
## XCL1                                          0.890245878       1.3770304649
## CCL3                                          0.173292396       1.3326757325
## DUSP2                                         0.132807153       1.3618380051
## IER3                                          0.747187813       1.1908990197
## ICAM1                                         0.712707073       1.1431973386
## TNF                                           0.784960004       0.9755788174
## IFNG                                          0.929181510       1.0775017690
## BCL2A1                                        0.506718472       1.0703928878
## MYC                                           0.534917937       0.9370307983
## CCL1                                          0.882337448       1.1233187384
## CD11b.ICRF44.ITGAM.AHS0184.pAbO               0.319541058       0.9363541081
## GZMB                                          0.280535403       0.7161119881
## IRF8                                          0.103074061       0.6643295004
## NAMPT                                         0.381718515       0.6381921010
## CD4.SK3.CD4.AHS0032.pAbO                      0.250710097       0.6175113472
## BIRC3                                         0.306076243       0.7132473650
## CD18.ITGB2.AHS0091.pAbO                      -0.193676131       0.1930343047
## TBX21                                         0.143833404       0.5441483723
## CD2.CD2.AHS0029.pAbO                          0.273924897       0.3661569538
## EGR1                                          0.208627453       0.7146653235
## SEMA7A                                        0.060067425       0.5939861746
## LTA                                           0.199822463       0.5223393429
## CD69.CD69.AHS0010.pAbO                       -0.042395405       0.2867400215
## FOSB                                          0.131473108       0.5117181004
## FN1                                           0.123909176       0.4247374811
## CD19.SJ25C1.CD19.AHS0030.pAbO                 0.210500545       0.3769962658
## IRF4                                          0.182691612       0.3250510705
## CD70                                         -0.224829462       0.2170809963
## FASLG                                        -0.058126857       0.3657836828
## ZBED2                                         0.367645779       0.4640015692
## CD26.DPP4.AHS0109.pAbO                       -0.197153395       0.3880985016
## CD38.HIT2.CD38.AHS0022.pAbO                   0.029113769       0.1147799627
## IL2RA                                        -0.226531928       0.3422032809
## LIF                                          -0.374717180       0.4399587986
## CD226.CD226.AHS0079.pAbO                     -0.340323648       0.5135170644
## CD69                                         -0.022546655       0.4706997919
## TNFRSF8                                      -0.361010486       0.4330184818
## Tim3.HAVCR2.AHS0016.pAbO                     -0.233391328       0.1793558567
## TNFSF14                                       0.125636437       0.3360709126
## IL13                                          0.245356466       0.4113529100
## LAIR2                                        -0.057483935       0.2467269084
## JUNB                                          0.054928146       0.2576687588
## FOSL1                                         0.177661348       0.3762956817
## ITK                                           0.094093266       0.2163343980
## BACH2                                         0.119651046       0.2147265396
## TNFRSF1B                                     -0.300222540       0.2179137489
## STAT5A                                        0.157830318       0.2279061096
## CD80                                          0.057902448       0.1656575329
## CD39.ENTPD1.AHS0006.pAbO                     -0.876596651       0.3703783897
## CD7.CD7.AHS0043.pAbO                         -0.231559670       0.2214157512
## CD152.CTLA4.AHS0017.pAbO                     -0.473458586       0.2805853553
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO           -0.503662222       0.2856211046
## JUN                                          -0.092557365       0.1065778359
## IL12RB2                                      -0.552196096      -0.0707073952
## YBX3                                         -0.170289116       0.0400089596
## IL1RN                                         0.018378984       0.2703940811
## HLA.DRA                                      -0.540443480       0.1972412990
## HLA.DRB3                                     -0.394958529       0.1044379639
## IL3RA                                        -0.059602104       0.0873847867
## DUSP4                                        -0.548019768       0.1559293168
## IL3                                           0.195563883       0.2831516234
## KLRC3                                        -0.125360581      -0.0573981168
## FTH1                                         -0.093946427       0.0353499868
## IgM.IGHM.AHS0198.pAbO                         0.007585618       0.1028125187
## PYCR1                                        -0.444293053       0.0686945822
## CD25.2A3.IL2RA.AHS0026.pAbO                  -0.507710528       0.0191138834
## CLEC2D                                       -0.082801529       0.0155173162
## TK1                                          -1.493211258       0.5837068658
## CD72                                         -0.079007792       0.0936562862
## UBE2C                                        -1.340235727       0.4711267643
## CD274                                        -0.031832547       0.1139335974
## TIGIT                                        -0.754483490      -0.0421904120
## TNFRSF9                                      -0.004613512       0.1570680216
## CD14.MPHIP9.CD14.AHS0037.pAbO                -0.130967386       0.0722686263
## CD9                                          -0.261251828       0.0665778975
## HLA.DPB1                                     -0.542549078      -0.0072429977
## IL15RA                                       -0.307358640      -0.0628166723
## TYMS                                         -1.755309152       0.4951452966
## GATA3                                        -0.027953029       0.0258804826
## CTLA4                                        -0.020677600       0.0488376499
## CD314.KLRK1.AHS0065.pAbO                     -0.379125403      -0.0821333427
## CD3D                                         -0.088355166       0.0382586053
## LAMP3                                        -0.048870182       0.0745063516
## KIAA0101                                     -1.833373232       0.5574458332
## AIM2                                         -0.030365697       0.0373715383
## CCNB1                                        -1.054944173       0.3153194478
## IL1B                                          0.076633811       0.1240139289
## IER5                                         -0.068072279      -0.0264170402
## POU2AF1                                       0.108797796       0.1330626756
## CD27.L128.CD27.AHS0249.pAbO                  -0.106361088      -0.0407143846
## CD40LG                                       -0.522154547       0.1852435908
## AURKB                                        -1.482922061       0.3879829522
## CXCL16                                       -0.087456115       0.0160328772
## FOXP1                                        -0.164191028      -0.1458251015
## TCF7                                         -0.081216447       0.0184717763
## IL4                                           0.037810275       0.0906721633
## CD40.CD40.AHS0117.pAbO                       -0.052851063       0.0051827626
## B3GAT1                                       -0.011866701       0.0145320141
## CXCL8                                        -0.011560121       0.0777930154
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO    -0.289998567       0.0791179915
## TNFRSF4                                      -0.087595133       0.0208272973
## MCM4                                         -0.892710659       0.1614379640
## IL1RL1                                       -0.245150307      -0.0340704072
## IL6                                          -0.076290874       0.0155758599
## CD5.UCHT2.CD5.AHS0047.pAbO                   -0.107813081      -0.0435042613
## SLAMF1                                       -0.023812721      -0.0059127657
## CD86                                         -0.482082466      -0.0005325865
## CD200                                         0.067076830       0.0763120560
## LILRB4                                       -0.039615164       0.0668937822
## LAG3                                         -0.222017158      -0.0564732533
## IL6R                                          0.011457976       0.0660726676
## TGFBI                                        -0.042741052      -0.0211911566
## QPCT                                         -0.241305433       0.0076550781
## IL2                                           0.034368110       0.0461784914
## HAVCR2                                       -0.531175201      -0.0206263704
## CD79A                                        -0.006651584       0.0076117822
## MGST1                                        -0.375692598       0.1025377094
## SLC25A37                                     -0.153811206      -0.0252007021
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO          -0.174221352      -0.0032580218
## CD215.IL15RA.AHS0212.pAbO                    -0.329448849      -0.0298282273
## ADGRE1                                       -0.046752285       0.0008349028
## CD3G                                         -0.028877679       0.0110755339
## SLC7A7                                       -0.006435236       0.0151675309
## CLEC4D                                        0.013754700       0.0441716839
## IL12A                                        -0.014882541       0.0033256231
## CCL22                                         0.022938169       0.0436897909
## IL1R2                                         0.040914911       0.0409149111
## S100A9                                       -0.016337898       0.0008697612
## IL5                                          -0.001351198       0.0463210550
## BCL6                                         -0.057248143      -0.0334684657
## VMO1                                         -0.026550581      -0.0158867216
## CD127.IL7R.AHS0028.pAbO                      -0.386905085      -0.0594109285
## CCL2                                         -0.013011795       0.0158642594
## EPX                                           0.023904572       0.0239045722
## IL22                                          0.023904572       0.0239045722
## LRRC32                                        0.023904572       0.0239045722
## CXCL3                                         0.016472833       0.0239045722
## SPP1                                          0.008951106       0.0239045722
## CLEC4E                                       -0.017863904       0.0239045722
## PI3                                          -0.009628117       0.0239045722
## CD24                                         -0.032967643      -0.0136166399
## KCNE3                                        -0.028506662       0.0239045722
## CD28                                         -0.035147401       0.0130427137
## GZMM                                         -0.039027925       0.0030531500
## ALAS2                                         0.000000000       0.0000000000
## APOE                                          0.000000000       0.0000000000
## AQP9                                          0.000000000       0.0000000000
## AZU1                                          0.000000000       0.0000000000
## BLK                                           0.000000000       0.0000000000
## BLNK                                          0.000000000       0.0000000000
## BPI                                           0.000000000       0.0000000000
## C1QA                                          0.000000000       0.0000000000
## C1QB                                          0.000000000       0.0000000000
## CCL13                                         0.000000000       0.0000000000
## CCL17                                         0.000000000       0.0000000000
## CCL19                                         0.000000000       0.0000000000
## CCR9                                          0.000000000       0.0000000000
## CD1B                                          0.000000000       0.0000000000
## CD209                                         0.000000000       0.0000000000
## CD22                                          0.000000000       0.0000000000
## CD34                                          0.000000000       0.0000000000
## CEACAM8                                       0.000000000       0.0000000000
## CHI3L1                                        0.000000000       0.0000000000
## CLC                                           0.000000000       0.0000000000
## CLEC10A                                       0.000000000       0.0000000000
## CPA3                                          0.000000000       0.0000000000
## CXCL11                                        0.000000000       0.0000000000
## CXCL13                                        0.000000000       0.0000000000
## CXCL9                                         0.000000000       0.0000000000
## DEFA3                                         0.000000000       0.0000000000
## DEFA4                                         0.000000000       0.0000000000
## EBF1                                          0.000000000       0.0000000000
## ELANE                                         0.000000000       0.0000000000
## F13A1                                         0.000000000       0.0000000000
## FCER1A                                        0.000000000       0.0000000000
## FCER2                                         0.000000000       0.0000000000
## FCN1                                          0.000000000       0.0000000000
## GHR                                           0.000000000       0.0000000000
## IGHD_membrane                                 0.000000000       0.0000000000
## IGHE_secreted                                 0.000000000       0.0000000000
## IGHG1_membrane                                0.000000000       0.0000000000
## IGHG2_secreted                                0.000000000       0.0000000000
## IGHG4_secreted                                0.000000000       0.0000000000
## IGLC3                                         0.000000000       0.0000000000
## IL17A                                         0.000000000       0.0000000000
## IL17F                                         0.000000000       0.0000000000
## IL21                                          0.000000000       0.0000000000
## IL25                                          0.000000000       0.0000000000
## IL31                                          0.000000000       0.0000000000
## IL33                                          0.000000000       0.0000000000
## IL9                                           0.000000000       0.0000000000
## MME                                           0.000000000       0.0000000000
## MMP12                                         0.000000000       0.0000000000
## S100A12                                       0.000000000       0.0000000000
## TCL1A                                         0.000000000       0.0000000000
## TLR8                                          0.000000000       0.0000000000
## TNFRSF17                                      0.000000000       0.0000000000
## VPREB3                                        0.000000000       0.0000000000
## AOC3                                         -0.018658210       0.0000000000
## CMKLR1                                       -0.082703694       0.0031551462
## ARG1                                         -0.021476839       0.0000000000
## CD36                                         -0.021476839       0.0000000000
## CNTNAP3                                      -0.021476839       0.0000000000
## FLT3                                         -0.021476839       0.0000000000
## IGHG1_secreted                               -0.021476839       0.0000000000
## IGHG3_secreted                               -0.021476839       0.0000000000
## RNASE2                                       -0.021476839       0.0000000000
## CXCL2                                        -0.025125945       0.0000000000
## MS4A1                                        -0.025745780       0.0000000000
## TREM1                                        -0.062377713      -0.0083004023
## CCR4                                         -0.021476839       0.0000000000
## IFNA1                                        -0.021476839       0.0000000000
## CD5                                          -0.078299372      -0.0154227322
## CD163                                        -0.026388937       0.0000000000
## CD4                                          -0.033744864      -0.0190268878
## BTLA                                         -0.035107945       0.0000000000
## CTSG                                         -0.087140018       0.0315360747
## CD40                                         -0.052026775      -0.0080300884
## MMP9                                         -0.036247197       0.0000000000
## F5                                           -0.057378908       0.0239045722
## CR2                                          -0.035515966       0.0000000000
## CD1C                                         -0.037166333       0.0000000000
## CXCL10                                       -0.047268123      -0.0029438724
## CXCR2                                        -0.046687576      -0.0195005619
## IGHM_membrane                                -0.046804586      -0.0285984026
## MITF                                         -0.065372045       0.0000000000
## JCHAIN                                       -0.065372045       0.0000000000
## CD1A                                         -0.116728040       0.0393865031
## IGHM_secreted                                -0.046452378      -0.0251259454
## THBD                                         -0.065372045       0.0000000000
## TLR2                                         -0.096493036      -0.0149989020
## TPSAB1                                       -0.121840130       0.0043341683
## VSIG4                                        -0.083466222      -0.0067604184
## FAM129C                                      -0.065372045      -0.0352600822
## CXCL1                                        -0.092382267       0.0000000000
## ZAP70                                        -0.161975343      -0.0757729178
## CD8.SK1.CD8A.AHS0228.pAbO                    -0.677084260      -0.1010035612
## PDCD1                                        -0.088439515      -0.0315916595
## TNFRSF13C                                    -0.084272587      -0.0301839570
## TNFRSF18                                     -0.314276398      -0.0091324698
## TOP2A                                        -1.647001257       0.4143664356
## PAX5                                         -0.142285943      -0.0155319147
## CCR10                                        -0.089508150      -0.0259231270
## LY86                                         -0.075704968      -0.0521516084
## CD8B                                         -0.106306640      -0.0602975057
## CD27                                         -0.129511794      -0.0069313409
## NT5E                                         -0.167241818       0.0429911942
## CXCR1                                        -0.099314271      -0.0747790877
## FOXP3                                        -0.215958952      -0.0389698819
## CD22.CD22.AHS0195.pAbO                       -0.378235790      -0.0166221912
## PECAM1                                       -0.764957530      -0.0375048319
## CSF3                                         -0.153655894      -0.0199494203
## CMTM2                                        -0.120172876      -0.0244605399
## CCR7                                         -0.113980235      -0.0420492309
## TGFB3                                        -0.111342181      -0.0524998375
## TLR7                                         -0.186185319       0.0222071260
## MKI67                                        -1.063310718       0.2802996429
## CHI3L2                                       -0.118254617      -0.0621817311
## CXCR5                                        -0.287983425       0.0033309173
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO             -0.709345362      -0.0667522214
## TLR9                                         -0.144711320      -0.0237880548
## CD14                                         -0.129041956      -0.0575138511
## CD103.ITGAE.AHS0001.pAbO                     -0.204682660      -0.0279120769
## CD95.FAS.AHS0023.pAbO                        -0.258997800       0.0463328686
## IGKC                                         -0.371878178       0.0520127548
## CCR3                                         -0.167794207      -0.0938931171
## CCL20                                        -0.251962117      -0.0330945192
## CD3.SK7.CD3E.AHS0033.pAbO                    -0.017970727       0.0068943459
## LTB                                          -0.196831749      -0.0970194936
## TCF4                                         -0.262108846      -0.0341890273
## STAT6                                        -0.211494876      -0.1289653454
## CX3CR1                                       -0.170948714      -0.1016582236
## CD6                                          -0.232098455      -0.0260545784
## RNASE6                                       -0.180157822      -0.1364720223
## RGS1                                         -0.509326546       0.0288785242
## NRP1                                         -0.277355073      -0.0890632130
## PMCH                                         -0.311756421      -0.0887989466
## HLA.DQA1                                     -0.910867791      -0.3161245345
## SELL                                         -0.255580729      -0.1698387516
## IL15                                         -0.214031644      -0.1179529166
## HLA.DPA1                                     -0.563585143       0.0195038864
## FUT4                                         -0.199753673      -0.1125026220
## HMMR                                         -1.193947443       0.2785996613
## KLRC4                                        -0.284445399      -0.1554152992
## CD28.CD28.2.CD28.AHS0024.pAbO                -0.192750286      -0.0140451826
## PTGDR2                                       -0.455363161       0.0668949901
## S1PR1                                        -0.256408903      -0.1939598222
## IGHA1_secreted                               -0.238816396      -0.1439598691
## SNCA                                         -0.230533698      -0.1809320998
## MZB1                                         -0.479678285      -0.0424139027
## TNFRSF25                                     -0.424560617      -0.0369867812
## ICOS                                         -0.374739223      -0.1160920687
## MCM2                                         -0.882904336       0.0756685877
## TNFSF13B                                     -0.331409758      -0.1493368337
## THBS1                                        -0.286327919      -0.1149336125
## CD1D.CD1D.AHS0219.pAbO                       -0.330984564      -0.0831857399
## RORC                                         -0.631077658       0.1077434973
## BCL11B                                       -0.347169733      -0.1947556800
## CD160                                        -0.340006132      -0.0896245856
## TNFSF13                                      -0.242602534      -0.1468192241
## CD34.581.CD34.AHS0061.pAbO                   -0.332439389      -0.0385721011
## IL9R                                         -0.370909566      -0.1319548412
## PTTG2                                        -0.892818197       0.0235690371
## PASK                                         -0.528253438      -0.1027724425
## KDELR1                                       -0.331228747      -0.1954174627
## IKZF2                                        -0.393519086      -0.1713941432
## KLRG1                                        -0.344433291      -0.2133353388
## CD79B                                        -0.428056419      -0.1928050907
## VEGFA                                        -0.642196185      -0.0959456719
## IL7R                                         -0.366856017      -0.1962234062
## TSPAN32                                      -0.313204446      -0.2544857630
## EOMES                                        -0.406899940      -0.2322832650
## ZNF683                                       -0.633835715      -0.1061450386
## CCR8                                         -0.621450265      -0.0862103230
## CD94.KLRD1.AHS0085.pAbO                      -0.754078468      -0.4128960818
## NCAM1                                        -0.438482572      -0.2163573045
## CCR7.CCR7.AHS0273.pAbO                       -0.277279714      -0.0399315011
## FAS                                          -0.353051703      -0.0682943056
## ITGAX                                        -1.365177255       0.0720676889
## CD38                                         -0.527951808      -0.1239544605
## RORA                                         -0.465433575      -0.2707436177
## TNFSF8                                       -0.549564431      -0.1660649850
## CX3CR1.CX3CR1.AHS0125.pAbO                   -0.261475989      -0.0815880606
## TMEM97                                       -0.807293686      -0.0568658401
## FBXO22                                       -0.431943394      -0.2536415975
## CD45RO.PTPRC.AHS0036.pAbO                    -0.325391199      -0.1527093019
## GIMAP7                                       -0.369122168      -0.3211154299
## FOXO1                                        -0.515305474      -0.1459661723
## IgG.IGHG1_2_3_4.AHS0059.pAbO                 -0.876539078      -0.0414997314
## CD44                                         -0.429426667       0.0029543983
## FOXO3                                        -0.315403952      -0.2538129208
## KIR2DL1                                      -0.726144461      -0.2762288768
## LEF1                                         -0.702748716      -0.2195960846
## OAS1                                         -0.543483107      -0.1896424221
## HLA.DMA                                      -0.449594381      -0.1969907964
## CD45RA.HI100.PTPRC.AHS0009.pAbO              -0.557691877      -0.2734018154
## TRAT1                                        -0.568430705      -0.2032535060
## CD8A                                         -0.875683623      -0.3183911423
## PSEN1                                        -0.353515477      -0.2543416840
## HLA.DMB                                      -0.437226681      -0.3374349157
## GAB2                                         -0.362283513      -0.3439214713
## C10orf54                                     -0.346221637      -0.1075006979
## TARP_refseq                                  -0.342725418      -0.1344794313
## CD81.CD81.AHS0021.pAbO                       -0.558025690      -0.3828541389
## IL18                                         -0.546427275      -0.3024993737
## FAM65B                                       -0.417654825      -0.3439770696
## HLA.DQB1                                     -0.807671873      -0.5355991720
## CBLB                                         -0.463639783      -0.2670807671
## LGALS9                                       -0.626744734      -0.2986047348
## CNOT2                                        -0.241253046      -0.1455476955
## PRDM1                                        -0.539172106      -0.0452017265
## CD33                                         -1.065445102      -0.2200032141
## ZBTB16                                       -0.529456713      -0.2076276390
## CCR2                                         -0.569584923      -0.3587680072
## IL12RB1                                      -0.577448789      -0.2674613559
## CXCR6                                        -0.586036812      -0.2965050312
## HMGB2                                        -1.971222957       0.0399199396
## ANXA5                                        -0.755182565       0.0707266542
## IL18RAP                                      -0.468299010      -0.2535178858
## CD279.EH12.1.PDCD1.AHS0014.pAbO              -0.633021245      -0.2029259148
## TGFB1                                        -0.564242954      -0.3371505428
## DUSP1                                        -0.677027559      -0.2422669353
## LGALS3                                       -1.328355654      -0.1159457897
## CXCL5                                        -0.426455184      -0.3768830817
## GZMH                                         -0.872087671      -0.4707371958
## KLRC1                                        -0.575127469      -0.2026556527
## PCNA                                         -1.388420106      -0.1095432758
## CD161.DX12.KLRB1.AHS0002.pAbO                -0.792125375      -0.2822952034
## ITGAE                                        -0.885317647      -0.2914940883
## CD74                                         -0.786841940      -0.4935294948
## IL18R1                                       -0.615530716      -0.2166755702
## CD300A                                       -1.304025478      -0.0579809268
## GNLY                                         -0.839860794      -0.3805334340
## STAT1                                        -0.824845710      -0.4399846633
## CTSD                                         -0.550231621      -0.3586944533
## CD247                                        -0.859875536      -0.4884177183
## VNN2                                         -0.687519633      -0.2812627175
## PDIA4                                        -0.640541248      -0.4133147170
## ITGA4                                        -0.700429776      -0.4741953094
## CD102.ICAM2.AHS0155.pAbO                     -0.936204642      -0.2563674172
## DPP4                                         -0.780558974      -0.3135382776
## CD33.WM53.CD33.AHS0044.pAbO                  -1.069703439      -0.3562651179
## FYN                                          -0.651691793      -0.3539217950
## NINJ2                                        -0.716638346      -0.3959471241
## TRAC                                         -0.866621232      -0.4745742496
## STAT3                                        -0.579523493      -0.3021034038
## IGBP1                                        -0.470647254      -0.3791006124
## ADA                                          -0.715727737      -0.2781614821
## IFITM3                                       -1.185376690      -0.4870900572
## ITGAM                                        -0.606949809      -0.3518624473
## ADGRG3                                       -0.798987141      -0.4030893193
## XBP1                                         -0.655354688      -0.1720024227
## TIAF1                                        -0.689910901      -0.4503355722
## CCR1                                         -1.028284971      -0.4151903032
## GZMA                                         -1.119227628      -0.6525496684
## ENTPD1                                       -0.926608625      -0.3260054587
## PIK3AP1                                      -0.596307162      -0.3241041431
## IFNGR1                                       -0.534676110      -0.3984004077
## ATF6B                                        -0.520813606      -0.4576661530
## FYB                                          -0.937475605      -0.3177448352
## CD7                                          -0.720489403      -0.3350920353
## ITGB2                                        -1.236635607      -0.5968318057
## GLG1                                         -1.049073175      -0.5015034501
## KLRF1                                        -1.194808703      -0.6986519544
## PDIA6                                        -1.007494599      -0.4346089757
## SPOCK2                                       -1.217884960      -0.4440217463
## TRDC                                         -1.007165913      -0.3822447356
## TRIB2                                        -1.083871560      -0.3262805334
## FCGR3A                                       -1.778804935      -0.5215322013
## LIPA                                         -0.924066294      -0.4053907636
## GAPDH                                        -1.203835061      -0.3554007471
## LAP3                                         -0.727796807      -0.4968618184
## KIT                                          -1.951091181      -0.4012722372
## CST7                                         -0.972527719      -0.6389036824
## CD2                                          -0.928020195      -0.4974959157
## STAT4                                        -0.726265204      -0.4108920567
## CCR5                                         -1.046490862      -0.5696370588
## CCL5                                         -2.559739029      -0.1686784751
## BTG1                                         -1.547067232      -0.3560730581
## LYN                                          -0.842611983      -0.4805160704
## APOBEC3G                                     -1.134670658      -0.6329434515
## CD52                                         -2.040555552      -0.0765195205
## LGALS1                                       -1.375986359      -0.5729409712
## CCR6                                         -1.208736929      -0.6276355382
## LAT                                          -0.828917792      -0.6012762382
## IFITM2                                       -1.131894300      -0.6827752237
## GZMK                                         -1.868969499      -0.7366197075
## CXCR3                                        -0.957876515      -0.6992933008
## BCL2                                         -0.974485335      -0.6689668889
## TNFSF10                                      -1.205040494      -0.4825002040
## CD244                                        -0.877076639      -0.6288444066
## GNAI2                                        -1.033956313      -0.6495682960
## RPN2                                         -0.887697094      -0.6125970986
## GIMAP5                                       -1.313573284      -0.6358238575
## IL32                                         -1.665080171      -0.4578002212
## IKZF1                                        -1.227843144      -0.6690774356
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO        -1.770263542      -0.7035745502
## S100A10                                      -1.072326542      -0.4759429019
## VPS28                                        -0.790298022      -0.6557788930
## ITGAL                                        -1.241644225      -0.6067528525
## NCR3                                         -0.971776858      -0.8727902972
## GIMAP2                                       -0.950232836      -0.8790058663
## CASP5                                        -1.058737459      -0.6184488596
## IL4R                                         -0.885411526      -0.8320050634
## LAT2                                         -1.128223994      -0.7252913956
## IL23R                                        -1.165465180      -0.7147438700
## CASP3                                        -0.980957715      -0.7169478016
## LCK                                          -1.067481519      -0.9126727283
## CD48                                         -0.997720106      -0.7511251914
## KLRK1                                        -0.930755258      -0.7674420419
## IL2RB                                        -1.909052390      -0.7305511069
## CD3E                                         -1.394250124      -0.6884185236
## NKG7                                         -2.059685137      -1.2159731531
## PIK3IP1                                      -2.762929149      -0.8269321508
## FCER1G                                       -1.588671064      -0.7523518780
## RUNX3                                        -1.159243198      -0.8453159125
## CCND2                                        -1.210330739      -0.9571997295
## BIN2                                         -1.077338908      -0.9805766940
## CD335.NCR1.AHS0068.pAbO                      -1.471438215      -0.8247138449
## PTPRC                                        -1.190487287      -0.7774022514
## KLRB1                                        -1.848893216      -0.8336835018
## BAX                                          -1.085582686      -0.9820050784
## CTSW                                         -1.800840646      -0.9043088657
## TXK                                          -1.627445912      -0.7750083411
## DOCK8                                        -1.178481308      -0.8811755954
## CD37                                         -1.810969110      -1.0274842595
## TRBC2                                        -1.194957232      -1.0622890623
## LAMP1                                        -1.267846035      -1.0687549778
## ARL4C                                        -1.432157348      -0.9974883692
## PRF1                                         -1.719748874      -0.9958390562
## CXCR4                                        -4.013153622      -1.4946551148
## CD63                                         -2.131461433      -1.0075025621
## HLA.A                                        -1.962161769      -1.1285678627
## HLA.C                                        -1.862826074      -1.2867111705
## SELPLG                                       -2.569255727      -1.6367714502
##                                           max.logFC.cohen rank.logFC.cohen
## CSF2                                         2.846188e+00                1
## CCL4                                         4.214568e+00                1
## EGR3                                         1.950249e+00                3
## XCL1                                         1.733083e+00                4
## CCL3                                         2.571968e+00                3
## DUSP2                                        2.235340e+00                3
## IER3                                         1.574961e+00                3
## ICAM1                                        1.366224e+00                8
## TNF                                          1.526587e+00                6
## IFNG                                         1.130435e+00                4
## BCL2A1                                       1.368089e+00               11
## MYC                                          1.444799e+00                7
## CCL1                                         1.174586e+00                2
## CD11b.ICRF44.ITGAM.AHS0184.pAbO              1.424236e+00                9
## GZMB                                         1.183151e+00                9
## IRF8                                         1.295451e+00               12
## NAMPT                                        1.079475e+00               16
## CD4.SK3.CD4.AHS0032.pAbO                     9.303296e-01               19
## BIRC3                                        1.376810e+00                8
## CD18.ITGB2.AHS0091.pAbO                      2.827808e+00                2
## TBX21                                        1.135705e+00               18
## CD2.CD2.AHS0029.pAbO                         1.107885e+00               20
## EGR1                                         9.173799e-01               16
## SEMA7A                                       8.005969e-01               19
## LTA                                          7.246923e-01               24
## CD69.CD69.AHS0010.pAbO                       1.257419e+00               10
## FOSB                                         5.702981e-01               22
## FN1                                          7.659871e-01               13
## CD19.SJ25C1.CD19.AHS0030.pAbO                6.957496e-01               39
## IRF4                                         7.028122e-01               28
## CD70                                         1.038416e+00               17
## FASLG                                        7.875463e-01               31
## ZBED2                                        5.894555e-01               27
## CD26.DPP4.AHS0109.pAbO                       8.447741e-01               21
## CD38.HIT2.CD38.AHS0022.pAbO                  1.635650e+00                8
## IL2RA                                        1.108178e+00               15
## LIF                                          9.276533e-01               11
## CD226.CD226.AHS0079.pAbO                     8.202284e-01                7
## CD69                                         7.842230e-01               20
## TNFRSF8                                      7.314350e-01               12
## Tim3.HAVCR2.AHS0016.pAbO                     8.812891e-01               21
## TNFSF14                                      4.350313e-01               34
## IL13                                         5.269556e-01               31
## LAIR2                                        5.145082e-01               48
## JUNB                                         4.180575e-01               43
## FOSL1                                        5.037966e-01               30
## ITK                                          4.586673e-01               28
## BACH2                                        3.119745e-01               45
## TNFRSF1B                                     5.526778e-01               35
## STAT5A                                       3.226283e-01               45
## CD80                                         2.994507e-01               56
## CD39.ENTPD1.AHS0006.pAbO                     7.404454e-01               26
## CD7.CD7.AHS0043.pAbO                         5.499024e-01               35
## CD152.CTLA4.AHS0017.pAbO                     3.456062e-01               41
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO           4.489575e-01               26
## JUN                                          2.150871e-01               80
## IL12RB2                                      1.171344e+00               16
## YBX3                                         4.564641e-01               60
## IL1RN                                        3.259729e-01               42
## HLA.DRA                                      6.800939e-01               36
## HLA.DRB3                                     6.512729e-01               42
## IL3RA                                        2.891584e-01               61
## DUSP4                                        5.416148e-01               39
## IL3                                          2.869339e-01               39
## KLRC3                                        4.519413e-01               62
## FTH1                                         1.668776e-01               88
## IgM.IGHM.AHS0198.pAbO                        1.326278e-01               62
## PYCR1                                        3.788177e-01               46
## CD25.2A3.IL2RA.AHS0026.pAbO                  4.738785e-01               44
## CLEC2D                                       2.067737e-01               81
## TK1                                          6.641248e-01               14
## CD72                                         1.705862e-01               66
## UBE2C                                        5.419119e-01               20
## CD274                                        1.413026e-01               69
## TIGIT                                        9.251985e-01               25
## TNFRSF9                                      2.643808e-01               63
## CD14.MPHIP9.CD14.AHS0037.pAbO                1.375719e-01               65
## CD9                                          1.838094e-01               68
## HLA.DPB1                                     5.213905e-01               55
## IL15RA                                       9.903722e-02              110
## TYMS                                         7.049038e-01               17
## GATA3                                        5.805286e-02              123
## CTLA4                                        1.752368e-01               85
## CD314.KLRK1.AHS0065.pAbO                     7.863571e-01               24
## CD3D                                         1.119145e-01               73
## LAMP3                                        1.271097e-01               88
## KIAA0101                                     6.947105e-01               18
## AIM2                                         1.141953e-01               92
## CCNB1                                        4.243061e-01               29
## IL1B                                         1.429454e-01               59
## IER5                                         3.367187e-03              164
## POU2AF1                                      1.395036e-01               60
## CD27.L128.CD27.AHS0249.pAbO                  1.053391e-01               96
## CD40LG                                       2.873682e-01               51
## AURKB                                        4.936247e-01               24
## CXCL16                                       4.886753e-02              108
## FOXP1                                        5.732662e-02              117
## TCF7                                         1.102574e-01               77
## IL4                                          1.017932e-01               68
## CD40.CD40.AHS0117.pAbO                       5.781101e-03              119
## B3GAT1                                       1.175460e-01               80
## CXCL8                                        9.887901e-02               71
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO    1.511641e-01               70
## TNFRSF4                                      4.976190e-02              106
## MCM4                                         4.584420e-01               42
## IL1RL1                                       2.949421e-01               72
## IL6                                          1.034559e-01              110
## CD5.UCHT2.CD5.AHS0047.pAbO                   1.621954e-01               74
## SLAMF1                                       9.315195e-02              114
## CD86                                         2.270855e-01               77
## CD200                                        7.631206e-02               76
## LILRB4                                       8.172001e-02               91
## LAG3                                         2.085542e-01               86
## IL6R                                         7.761114e-02               79
## TGFBI                                        1.897106e-02              166
## QPCT                                         1.383714e-01               99
## IL2                                          6.765591e-02               82
## HAVCR2                                       6.764424e-01               41
## CD79A                                        2.808843e-02               96
## MGST1                                        2.047161e-01               76
## SLC25A37                                     7.018424e-02              108
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO          7.081203e-02              106
## CD215.IL15RA.AHS0212.pAbO                    3.635673e-01               39
## ADGRE1                                       9.186954e-02              111
## CD3G                                         7.653956e-02              114
## SLC7A7                                       3.619448e-02              110
## CLEC4D                                       4.417168e-02               87
## IL12A                                        5.711005e-02              123
## CCL22                                        4.368979e-02               88
## IL1R2                                        4.091491e-02               90
## S100A9                                       5.521976e-02              118
## IL5                                          4.632106e-02              124
## BCL6                                         5.111666e-05              178
## VMO1                                         2.194853e-02              152
## CD127.IL7R.AHS0028.pAbO                      3.313690e-01               43
## CCL2                                         3.382366e-02              134
## EPX                                          2.390457e-02              100
## IL22                                         2.390457e-02               97
## LRRC32                                       2.390457e-02               97
## CXCL3                                        2.390457e-02              100
## SPP1                                         2.390457e-02              100
## CLEC4E                                       2.390457e-02              145
## PI3                                          2.390457e-02              145
## CD24                                         2.808999e-02              150
## KCNE3                                        2.390457e-02              100
## CD28                                         4.055076e-02              112
## GZMM                                         4.084182e-02              115
## ALAS2                                        0.000000e+00              126
## APOE                                         0.000000e+00              126
## AQP9                                         0.000000e+00              126
## AZU1                                         0.000000e+00              126
## BLK                                          0.000000e+00              126
## BLNK                                         0.000000e+00              126
## BPI                                          0.000000e+00              126
## C1QA                                         0.000000e+00              126
## C1QB                                         0.000000e+00              126
## CCL13                                        0.000000e+00              126
## CCL17                                        0.000000e+00              126
## CCL19                                        0.000000e+00              126
## CCR9                                         0.000000e+00              126
## CD1B                                         0.000000e+00              126
## CD209                                        0.000000e+00              126
## CD22                                         0.000000e+00              126
## CD34                                         0.000000e+00              126
## CEACAM8                                      0.000000e+00              126
## CHI3L1                                       0.000000e+00              126
## CLC                                          0.000000e+00              126
## CLEC10A                                      0.000000e+00              126
## CPA3                                         0.000000e+00              126
## CXCL11                                       0.000000e+00              126
## CXCL13                                       0.000000e+00              126
## CXCL9                                        0.000000e+00              126
## DEFA3                                        0.000000e+00              126
## DEFA4                                        0.000000e+00              126
## EBF1                                         0.000000e+00              126
## ELANE                                        0.000000e+00              126
## F13A1                                        0.000000e+00              126
## FCER1A                                       0.000000e+00              126
## FCER2                                        0.000000e+00              126
## FCN1                                         0.000000e+00              126
## GHR                                          0.000000e+00              126
## IGHD_membrane                                0.000000e+00              126
## IGHE_secreted                                0.000000e+00              126
## IGHG1_membrane                               0.000000e+00              126
## IGHG2_secreted                               0.000000e+00              126
## IGHG4_secreted                               0.000000e+00              126
## IGLC3                                        0.000000e+00              126
## IL17A                                        0.000000e+00              126
## IL17F                                        0.000000e+00              126
## IL21                                         0.000000e+00              126
## IL25                                         0.000000e+00              126
## IL31                                         0.000000e+00              126
## IL33                                         0.000000e+00              126
## IL9                                          0.000000e+00              126
## MME                                          0.000000e+00              126
## MMP12                                        0.000000e+00              126
## S100A12                                      0.000000e+00              126
## TCL1A                                        0.000000e+00              126
## TLR8                                         0.000000e+00              126
## TNFRSF17                                     0.000000e+00              126
## VPREB3                                       0.000000e+00              126
## AOC3                                         0.000000e+00              126
## CMKLR1                                       6.220197e-02              124
## ARG1                                         0.000000e+00              165
## CD36                                         0.000000e+00              165
## CNTNAP3                                      0.000000e+00              165
## FLT3                                         0.000000e+00              165
## IGHG1_secreted                               0.000000e+00              165
## IGHG3_secreted                               0.000000e+00              165
## RNASE2                                       0.000000e+00              165
## CXCL2                                        0.000000e+00              126
## MS4A1                                        0.000000e+00              126
## TREM1                                        5.202510e-02              119
## CCR4                                         0.000000e+00              167
## IFNA1                                        0.000000e+00              167
## CD5                                          6.262167e-02              124
## CD163                                        0.000000e+00              167
## CD4                                          3.695665e-02              143
## BTLA                                         0.000000e+00              165
## CTSG                                         7.008023e-02              119
## CD40                                         3.807611e-02              142
## MMP9                                         0.000000e+00              167
## F5                                           2.390457e-02               97
## CR2                                          0.000000e+00              126
## CD1C                                         0.000000e+00              167
## CXCL10                                       2.390457e-02              149
## CXCR2                                        3.964331e-02              139
## IGHM_membrane                                4.134760e-02              140
## MITF                                         0.000000e+00              126
## JCHAIN                                       0.000000e+00              126
## CD1A                                         1.057718e-01              106
## IGHM_secreted                                0.000000e+00              167
## THBD                                         0.000000e+00              126
## TLR2                                         3.040820e-02               93
## TPSAB1                                       5.819164e-02              115
## VSIG4                                        2.390457e-02              145
## FAM129C                                      0.000000e+00              126
## CXCL1                                        0.000000e+00              126
## ZAP70                                       -6.108866e-03              245
## CD8.SK1.CD8A.AHS0228.pAbO                    9.069871e-01               26
## PDCD1                                        4.592843e-02              131
## TNFRSF13C                                    2.165303e-03              163
## TNFRSF18                                     8.295170e-02              101
## TOP2A                                        5.121186e-01               22
## PAX5                                         8.586140e-02               99
## CCR10                                        0.000000e+00              126
## LY86                                         2.135396e-02              157
## CD8B                                         8.262274e-02              112
## CD27                                         8.138747e-02              107
## NT5E                                         6.932985e-02               89
## CXCR1                                        4.098898e-02              131
## FOXP3                                        8.978994e-02              114
## CD22.CD22.AHS0195.pAbO                       2.515138e-01               55
## PECAM1                                       4.561087e-01               35
## CSF3                                         2.390457e-02              145
## CMTM2                                       -1.464567e-02              205
## CCR7                                        -1.545984e-02              243
## TGFB3                                        3.006412e-02              145
## TLR7                                         5.092306e-02              105
## MKI67                                        3.964832e-01               32
## CHI3L2                                      -2.968516e-02              232
## CXCR5                                        1.300774e-01               86
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO             6.319990e-01               16
## TLR9                                         3.153922e-02              139
## CD14                                        -1.675934e-02              249
## CD103.ITGAE.AHS0001.pAbO                     7.888794e-02              103
## CD95.FAS.AHS0023.pAbO                        3.691278e-01               50
## IGKC                                         1.568344e-01               90
## CCR3                                        -3.504550e-02              267
## CCL20                                        2.037120e-02              152
## CD3.SK7.CD3E.AHS0033.pAbO                    4.678711e-02               86
## LTB                                         -2.161072e-02              227
## TCF4                                        -1.528215e-02              255
## STAT6                                        7.962976e-03              116
## CX3CR1                                      -4.696493e-02              267
## CD6                                          1.450708e-01               96
## RNASE6                                       7.362494e-02              118
## RGS1                                         6.325384e-01               29
## NRP1                                         6.501447e-02              112
## PMCH                                         1.472544e-01               93
## HLA.DQA1                                     7.155178e-01               27
## SELL                                         1.176881e-01               87
## IL15                                        -5.890801e-02              274
## HLA.DPA1                                     7.326228e-01               34
## FUT4                                        -1.013279e-01              304
## HMMR                                         3.378800e-01               42
## KLRC4                                        5.812754e-02              126
## CD28.CD28.2.CD28.AHS0024.pAbO                1.845190e-02              125
## PTGDR2                                       1.245293e-01               81
## S1PR1                                        3.895265e-02              140
## IGHA1_secreted                              -8.914757e-02              295
## SNCA                                         2.293622e-03              166
## MZB1                                         2.869594e-01               66
## TNFRSF25                                     2.357024e-02              150
## ICOS                                         6.425376e-02              123
## MCM2                                         4.261851e-01               46
## TNFSF13B                                    -2.187961e-02              265
## THBS1                                        1.274415e-02              159
## CD1D.CD1D.AHS0219.pAbO                       2.547227e-01               54
## RORC                                         1.789277e-01               61
## BCL11B                                       3.681464e-01               66
## CD160                                        1.176504e-01              103
## TNFSF13                                     -1.171223e-01              297
## CD34.581.CD34.AHS0061.pAbO                   1.315226e-01               82
## IL9R                                        -4.070487e-02              275
## PTTG2                                        2.481277e-01               73
## PASK                                        -1.075271e-02              238
## KDELR1                                      -5.822469e-02              296
## IKZF2                                       -7.842319e-02              285
## KLRG1                                       -1.245398e-02              246
## CD79B                                        1.292557e-01              102
## VEGFA                                        2.782075e-01               74
## IL7R                                         6.792126e-02              121
## TSPAN32                                      1.601312e-02              109
## EOMES                                        2.606149e-01               79
## ZNF683                                       1.972110e-01               64
## CCR8                                         1.457733e-01               84
## CD94.KLRD1.AHS0085.pAbO                      1.703213e+00                6
## NCAM1                                       -2.693892e-02              269
## CCR7.CCR7.AHS0273.pAbO                       7.505860e-03              118
## FAS                                         -8.063036e-03              254
## ITGAX                                        5.501475e-01               19
## CD38                                         2.958147e-01               71
## RORA                                         4.069017e-02              137
## TNFSF8                                      -3.458960e-02              258
## CX3CR1.CX3CR1.AHS0125.pAbO                  -6.372540e-03              210
## TMEM97                                       3.456875e-01               49
## FBXO22                                      -5.658292e-02              288
## CD45RO.PTPRC.AHS0036.pAbO                    1.335916e-01               96
## GIMAP7                                      -1.681367e-01              332
## FOXO1                                       -3.734378e-02              266
## IgG.IGHG1_2_3_4.AHS0059.pAbO                 5.735596e-01               49
## CD44                                         1.724849e-01               54
## FOXO3                                       -2.127854e-01              330
## KIR2DL1                                      1.079004e+00               21
## LEF1                                         2.488593e-01               80
## OAS1                                        -2.243688e-03              246
## HLA.DMA                                      2.885183e-01               73
## CD45RA.HI100.PTPRC.AHS0009.pAbO              4.250285e-01               28
## TRAT1                                        2.180657e-01               78
## CD8A                                         7.202238e-01               37
## PSEN1                                       -2.141363e-01              334
## HLA.DMB                                      5.858198e-01               47
## GAB2                                        -1.153959e-01              318
## C10orf54                                     1.008734e-01               64
## TARP_refseq                                  1.121246e-01              107
## CD81.CD81.AHS0021.pAbO                       8.054839e-01               22
## IL18                                        -5.977710e-02              298
## FAM65B                                      -1.883484e-01              328
## HLA.DQB1                                     4.590142e-01               59
## CBLB                                        -6.870834e-02              284
## LGALS9                                      -1.253748e-01              320
## CNOT2                                       -1.035194e-01              282
## PRDM1                                        3.023838e-02               94
## CD33                                         1.437527e-01               92
## ZBTB16                                      -1.174781e-01              312
## CCR2                                        -1.567707e-01              330
## IL12RB1                                     -4.550111e-02              285
## CXCR6                                       -1.742369e-01              309
## HMGB2                                        2.626103e-01               53
## ANXA5                                        2.287813e-01               75
## IL18RAP                                     -1.330465e-01              316
## CD279.EH12.1.PDCD1.AHS0014.pAbO              1.970280e-01               84
## TGFB1                                       -1.278592e-01              293
## DUSP1                                       -1.861999e-01              314
## LGALS3                                      -5.542472e-02              286
## CXCL5                                       -1.757205e-01              336
## GZMH                                         6.474037e-01               43
## KLRC1                                        5.339607e-01               53
## PCNA                                         3.193435e-01               48
## CD161.DX12.KLRB1.AHS0002.pAbO                2.431717e-01               72
## ITGAE                                       -4.057998e-03              241
## CD74                                         6.085268e-01               45
## IL18R1                                      -8.402458e-02              298
## CD300A                                       2.409436e-01               83
## GNLY                                         3.219400e-01               68
## STAT1                                        6.423443e-02              113
## CTSD                                        -2.258691e-01              329
## CD247                                        7.173188e-01               38
## VNN2                                        -1.946979e-01              342
## PDIA4                                       -6.938721e-02              301
## ITGA4                                       -1.950390e-01              328
## CD102.ICAM2.AHS0155.pAbO                     9.279365e-02              112
## DPP4                                        -2.175693e-01              335
## CD33.WM53.CD33.AHS0044.pAbO                  4.420147e-01               27
## FYN                                          2.640760e-01               78
## NINJ2                                        1.446589e-01               97
## TRAC                                         2.323574e-01               74
## STAT3                                       -1.047055e-01              283
## IGBP1                                       -2.984572e-01              363
## ADA                                         -5.636473e-02              272
## IFITM3                                       3.675938e-01               37
## ITGAM                                       -5.368392e-02              271
## ADGRG3                                      -2.630943e-01              350
## XBP1                                        -1.042684e-01              308
## TIAF1                                       -2.645749e-01              354
## CCR1                                        -6.095865e-02              275
## GZMA                                         5.540152e-01               25
## ENTPD1                                      -2.013453e-01              334
## PIK3AP1                                     -1.751195e-01              310
## IFNGR1                                      -3.073584e-01              359
## ATF6B                                       -2.336762e-01              361
## FYB                                         -2.267771e-01              348
## CD7                                         -1.933083e-01              327
## ITGB2                                        1.675934e+00                7
## GLG1                                        -2.284418e-01              337
## KLRF1                                        1.074677e+00               22
## PDIA6                                        6.847841e-02              126
## SPOCK2                                      -2.618591e-01              349
## TRDC                                         5.765764e-02              127
## TRIB2                                       -1.912772e-03              245
## FCGR3A                                       1.192663e+00               15
## LIPA                                        -2.240354e-01              354
## GAPDH                                        3.549384e-01               56
## LAP3                                        -1.282373e-01              321
## KIT                                          2.165085e-01               61
## CST7                                         7.322037e-01               35
## CD2                                          4.244996e-01               64
## STAT4                                       -2.662450e-01              356
## CCR5                                        -1.513069e-01              313
## CCL5                                         5.829733e-01               48
## BTG1                                         7.772006e-02               72
## LYN                                         -2.361004e-01              343
## APOBEC3G                                     4.614994e-01               58
## CD52                                         4.586177e-02              126
## LGALS1                                      -5.180823e-02              283
## CCR6                                        -2.223798e-01              353
## LAT                                         -4.025618e-01              388
## IFITM2                                       1.084404e-01               93
## GZMK                                         1.284794e+00               14
## CXCR3                                        4.528887e-01               61
## BCL2                                        -2.543076e-01              356
## TNFSF10                                     -1.118116e-01              315
## CD244                                       -1.980889e-01              330
## GNAI2                                       -1.553490e-01              329
## RPN2                                        -1.401649e-01              325
## GIMAP5                                      -6.755395e-02              283
## IL32                                         1.508741e-01               92
## IKZF1                                       -1.123496e-01              315
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO        1.894826e-01               90
## S100A10                                     -3.828837e-01              382
## VPS28                                       -4.486216e-01              413
## ITGAL                                       -2.220820e-01              339
## NCR3                                         1.156606e-01              105
## GIMAP2                                      -4.518206e-01              414
## CASP5                                       -5.192207e-01              391
## IL4R                                        -3.180833e-01              361
## LAT2                                        -9.819366e-02              303
## IL23R                                       -3.380999e-01              390
## CASP3                                       -4.831581e-01              386
## LCK                                         -1.147195e-01              303
## CD48                                        -4.436032e-01              406
## KLRK1                                       -4.478356e-01              394
## IL2RB                                       -2.954526e-01              359
## CD3E                                        -4.546701e-01              395
## NKG7                                         8.658998e-01               28
## PIK3IP1                                     -5.966416e-01              411
## FCER1G                                      -3.653252e-01              386
## RUNX3                                       -6.184399e-01              409
## CCND2                                       -3.877094e-01              365
## BIN2                                        -6.490346e-01              433
## CD335.NCR1.AHS0068.pAbO                     -3.963910e-01              405
## PTPRC                                       -6.392376e-01              421
## KLRB1                                       -1.607678e-01              303
## BAX                                         -4.584630e-01              415
## CTSW                                        -3.174732e-01              385
## TXK                                         -6.592797e-01              422
## DOCK8                                       -6.771763e-01              443
## CD37                                        -4.457707e-01              383
## TRBC2                                       -6.011136e-01              435
## LAMP1                                       -6.363453e-01              421
## ARL4C                                       -7.029547e-01              449
## PRF1                                        -6.726365e-01              425
## CXCR4                                       -4.762253e-01              383
## CD63                                        -4.436234e-01              411
## HLA.A                                       -9.424210e-01              449
## HLA.C                                       -9.142571e-01              456
## SELPLG                                      -1.161641e+00              466
##                                            mean.AUC     min.AUC median.AUC
## CSF2                                      0.9301064 0.891010712  0.9358433
## CCL4                                      0.8803676 0.624619631  0.9470257
## EGR3                                      0.8434816 0.723745288  0.8513286
## XCL1                                      0.8145820 0.731350294  0.8248790
## CCL3                                      0.8092561 0.582015553  0.8252604
## DUSP2                                     0.7966845 0.539705119  0.8229847
## IER3                                      0.7906423 0.698838523  0.7921320
## ICAM1                                     0.7721715 0.688597384  0.7825478
## TNF                                       0.7607516 0.707963333  0.7487295
## IFNG                                      0.7426716 0.701613554  0.7471938
## BCL2A1                                    0.7417004 0.634757957  0.7611542
## MYC                                       0.7391491 0.649037546  0.7418259
## CCL1                                      0.7252597 0.685276862  0.7351296
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.7193918 0.590182820  0.7511535
## GZMB                                      0.7161609 0.596522840  0.7094467
## IRF8                                      0.6872014 0.514686991  0.6945705
## NAMPT                                     0.6844650 0.605297971  0.6690240
## CD4.SK3.CD4.AHS0032.pAbO                  0.6843791 0.579989494  0.6829853
## BIRC3                                     0.6789634 0.587792735  0.6841893
## CD18.ITGB2.AHS0091.pAbO                   0.6689845 0.513363271  0.6063785
## TBX21                                     0.6687957 0.537793709  0.6478711
## CD2.CD2.AHS0029.pAbO                      0.6586754 0.601354413  0.6330218
## EGR1                                      0.6464816 0.551036976  0.6797697
## SEMA7A                                    0.6399810 0.529461325  0.6528414
## LTA                                       0.6293429 0.546523741  0.6313951
## CD69.CD69.AHS0010.pAbO                    0.6178336 0.477146520  0.5765506
## FOSB                                      0.6132758 0.559745116  0.6236890
## FN1                                       0.6124887 0.548359542  0.6168745
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.6087250 0.558205588  0.6012379
## IRF4                                      0.6076726 0.567693834  0.5797531
## CD70                                      0.6051489 0.435500463  0.5666263
## FASLG                                     0.6046359 0.488011742  0.6090252
## ZBED2                                     0.5999083 0.578485014  0.5945131
## CD26.DPP4.AHS0109.pAbO                    0.5980362 0.442157998  0.6181266
## CD38.HIT2.CD38.AHS0022.pAbO               0.5944666 0.504090165  0.5339819
## IL2RA                                     0.5918971 0.429279534  0.5893277
## LIF                                       0.5911731 0.400383700  0.6036614
## CD226.CD226.AHS0079.pAbO                  0.5879434 0.395694750  0.6379232
## CD69                                      0.5830863 0.479871459  0.6047579
## TNFRSF8                                   0.5818001 0.420860501  0.6011770
## Tim3.HAVCR2.AHS0016.pAbO                  0.5814866 0.433263310  0.5461580
## TNFSF14                                   0.5798627 0.526799773  0.5823612
## IL13                                      0.5792858 0.566837302  0.5722024
## LAIR2                                     0.5765720 0.511523188  0.5765629
## JUNB                                      0.5744263 0.538969170  0.5666099
## FOSL1                                     0.5735336 0.550872100  0.5747000
## ITK                                       0.5708828 0.521552808  0.5525595
## BACH2                                     0.5617549 0.544227154  0.5554952
## TNFRSF1B                                  0.5589771 0.406045628  0.5573782
## STAT5A                                    0.5575969 0.532572650  0.5493498
## CD80                                      0.5554116 0.539040787  0.5484206
## CD39.ENTPD1.AHS0006.pAbO                  0.5523656 0.260261294  0.6037774
## CD7.CD7.AHS0043.pAbO                      0.5474721 0.428004774  0.4920488
## CD152.CTLA4.AHS0017.pAbO                  0.5457417 0.341550061  0.5903795
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.5444898 0.356018948  0.5761291
## JUN                                       0.5439906 0.501184982  0.5480891
## IL12RB2                                   0.5437620 0.348657431  0.4962882
## YBX3                                      0.5396802 0.474419643  0.5345365
## IL1RN                                     0.5394823 0.511901947  0.5415816
## HLA.DRA                                   0.5362032 0.364095117  0.5761222
## HLA.DRB3                                  0.5345180 0.414473313  0.5585153
## IL3RA                                     0.5335935 0.506310949  0.5268841
## DUSP4                                     0.5327483 0.335304563  0.5419081
## IL3                                       0.5303492 0.518200855  0.5330180
## KLRC3                                     0.5288892 0.485236106  0.5070452
## FTH1                                      0.5281312 0.491425112  0.5267202
## IgM.IGHM.AHS0198.pAbO                     0.5261271 0.484938339  0.5355438
## PYCR1                                     0.5239382 0.408978848  0.5327849
## CD25.2A3.IL2RA.AHS0026.pAbO               0.5237429 0.380239927  0.5360046
## CLEC2D                                    0.5227002 0.493572582  0.5195793
## TK1                                       0.5206136 0.158605594  0.6305028
## CD72                                      0.5178605 0.501562365  0.5224672
## UBE2C                                     0.5173242 0.195350619  0.6022400
## CD274                                     0.5160305 0.502796093  0.5191194
## TIGIT                                     0.5147014 0.298660006  0.4950758
## TNFRSF9                                   0.5145458 0.506918014  0.5162054
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.5136184 0.471815629  0.5293189
## CD9                                       0.5135370 0.446145910  0.5198537
## HLA.DPB1                                  0.5128421 0.369073142  0.5301550
## IL15RA                                    0.5098861 0.446614164  0.5076974
## TYMS                                      0.5095534 0.119619465  0.6188779
## GATA3                                     0.5087438 0.502244465  0.5110081
## CTLA4                                     0.5085089 0.501974045  0.5094924
## CD314.KLRK1.AHS0065.pAbO                  0.5081827 0.392480791  0.4809206
## CD3D                                      0.5081371 0.498450407  0.5092546
## LAMP3                                     0.5079939 0.501326997  0.5118037
## KIAA0101                                  0.5079373 0.114735767  0.6272325
## AIM2                                      0.5070833 0.501116300  0.5078461
## CCNB1                                     0.5070761 0.249136894  0.5742099
## IL1B                                      0.5064154 0.504500611  0.5065626
## IER5                                      0.5056853 0.497495783  0.5077387
## POU2AF1                                   0.5053443 0.504676891  0.5056265
## CD27.L128.CD27.AHS0249.pAbO               0.5052408 0.481680403  0.4996032
## CD40LG                                    0.5052179 0.395252442  0.5256792
## AURKB                                     0.5041499 0.175857868  0.5948189
## CXCL16                                    0.5036087 0.497153351  0.5038358
## FOXP1                                     0.5034574 0.479154092  0.5054373
## TCF7                                      0.5031959 0.498379121  0.5034890
## IL4                                       0.5031604 0.502194253  0.5033041
## CD40.CD40.AHS0117.pAbO                    0.5029599 0.500856385  0.5023177
## B3GAT1                                    0.5028786 0.500587020  0.5027144
## CXCL8                                     0.5028383 0.501068987  0.5025601
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5026658 0.414476801  0.5217793
## TNFRSF4                                   0.5026583 0.496160562  0.5027006
## MCM4                                      0.5024467 0.278501252  0.5621562
## IL1RL1                                    0.5023855 0.473510978  0.5058041
## IL6                                       0.5023169 0.494181790  0.5031283
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5021470 0.463692204  0.4869893
## SLAMF1                                    0.5020203 0.499636447  0.5013652
## CD86                                      0.5018328 0.419563492  0.5082886
## CD200                                     0.5018110 0.501626647  0.5018571
## LILRB4                                    0.5016687 0.499244560  0.5019338
## LAG3                                      0.5016202 0.481041817  0.4991162
## IL6R                                      0.5014595 0.500643468  0.5016270
## TGFBI                                     0.5014048 0.499772338  0.5012521
## QPCT                                      0.5013710 0.467925430  0.5060707
## IL2                                       0.5013177 0.501067054  0.5012474
## HAVCR2                                    0.5010471 0.343370893  0.4906077
## CD79A                                     0.5010234 0.500239881  0.5009726
## MGST1                                     0.5009335 0.449821734  0.5181891
## SLC25A37                                  0.5008457 0.488908672  0.5037524
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5008234 0.473067766  0.4991768
## CD215.IL15RA.AHS0212.pAbO                 0.5007915 0.380909035  0.4837222
## ADGRE1                                    0.5007364 0.498732722  0.5012873
## CD3G                                      0.5007290 0.499989177  0.5006474
## SLC7A7                                    0.5006733 0.500208579  0.5006208
## CLEC4D                                    0.5005398 0.500413420  0.5005714
## IL12A                                     0.5005397 0.500134926  0.5005409
## CCL22                                     0.5005050 0.500397364  0.5005714
## IL1R2                                     0.5004286 0.500428571  0.5004286
## S100A9                                    0.5003917 0.499788156  0.5003343
## IL5                                       0.5003579 0.499764628  0.5005714
## BCL6                                      0.5002783 0.499265584  0.4996148
## VMO1                                      0.5002697 0.499856532  0.5000804
## CD127.IL7R.AHS0028.pAbO                   0.5002318 0.396351038  0.4872268
## CCL2                                      0.5002095 0.499851904  0.5002707
## EPX                                       0.5001429 0.500142857  0.5001429
## IL22                                      0.5001429 0.500142857  0.5001429
## LRRC32                                    0.5001429 0.500142857  0.5001429
## CXCL3                                     0.5001255 0.500055850  0.5001429
## SPP1                                      0.5001255 0.500055850  0.5001429
## CLEC4E                                    0.5000967 0.499912164  0.5001429
## PI3                                       0.5000793 0.499912164  0.5001429
## CD24                                      0.5000777 0.499148962  0.5000154
## KCNE3                                     0.5000707 0.499782264  0.5001429
## CD28                                      0.5000627 0.499638754  0.5001979
## GZMM                                      0.5000154 0.499470645  0.5000680
## ALAS2                                     0.5000000 0.500000000  0.5000000
## APOE                                      0.5000000 0.500000000  0.5000000
## AQP9                                      0.5000000 0.500000000  0.5000000
## AZU1                                      0.5000000 0.500000000  0.5000000
## BLK                                       0.5000000 0.500000000  0.5000000
## BLNK                                      0.5000000 0.500000000  0.5000000
## BPI                                       0.5000000 0.500000000  0.5000000
## C1QA                                      0.5000000 0.500000000  0.5000000
## C1QB                                      0.5000000 0.500000000  0.5000000
## CCL13                                     0.5000000 0.500000000  0.5000000
## CCL17                                     0.5000000 0.500000000  0.5000000
## CCL19                                     0.5000000 0.500000000  0.5000000
## CCR9                                      0.5000000 0.500000000  0.5000000
## CD1B                                      0.5000000 0.500000000  0.5000000
## CD209                                     0.5000000 0.500000000  0.5000000
## CD22                                      0.5000000 0.500000000  0.5000000
## CD34                                      0.5000000 0.500000000  0.5000000
## CEACAM8                                   0.5000000 0.500000000  0.5000000
## CHI3L1                                    0.5000000 0.500000000  0.5000000
## CLC                                       0.5000000 0.500000000  0.5000000
## CLEC10A                                   0.5000000 0.500000000  0.5000000
## CPA3                                      0.5000000 0.500000000  0.5000000
## CXCL11                                    0.5000000 0.500000000  0.5000000
## CXCL13                                    0.5000000 0.500000000  0.5000000
## CXCL9                                     0.5000000 0.500000000  0.5000000
## DEFA3                                     0.5000000 0.500000000  0.5000000
## DEFA4                                     0.5000000 0.500000000  0.5000000
## EBF1                                      0.5000000 0.500000000  0.5000000
## ELANE                                     0.5000000 0.500000000  0.5000000
## F13A1                                     0.5000000 0.500000000  0.5000000
## FCER1A                                    0.5000000 0.500000000  0.5000000
## FCER2                                     0.5000000 0.500000000  0.5000000
## FCN1                                      0.5000000 0.500000000  0.5000000
## GHR                                       0.5000000 0.500000000  0.5000000
## IGHD_membrane                             0.5000000 0.500000000  0.5000000
## IGHE_secreted                             0.5000000 0.500000000  0.5000000
## IGHG1_membrane                            0.5000000 0.500000000  0.5000000
## IGHG2_secreted                            0.5000000 0.500000000  0.5000000
## IGHG4_secreted                            0.5000000 0.500000000  0.5000000
## IGLC3                                     0.5000000 0.500000000  0.5000000
## IL17A                                     0.5000000 0.500000000  0.5000000
## IL17F                                     0.5000000 0.500000000  0.5000000
## IL21                                      0.5000000 0.500000000  0.5000000
## IL25                                      0.5000000 0.500000000  0.5000000
## IL31                                      0.5000000 0.500000000  0.5000000
## IL33                                      0.5000000 0.500000000  0.5000000
## IL9                                       0.5000000 0.500000000  0.5000000
## MME                                       0.5000000 0.500000000  0.5000000
## MMP12                                     0.5000000 0.500000000  0.5000000
## S100A12                                   0.5000000 0.500000000  0.5000000
## TCL1A                                     0.5000000 0.500000000  0.5000000
## TLR8                                      0.5000000 0.500000000  0.5000000
## TNFRSF17                                  0.5000000 0.500000000  0.5000000
## VPREB3                                    0.5000000 0.500000000  0.5000000
## AOC3                                      0.4999826 0.499912968  0.5000000
## CMKLR1                                    0.4999785 0.497790293  0.5004226
## ARG1                                      0.4999769 0.499884686  0.5000000
## CD36                                      0.4999769 0.499884686  0.5000000
## CNTNAP3                                   0.4999769 0.499884686  0.5000000
## FLT3                                      0.4999769 0.499884686  0.5000000
## IGHG1_secreted                            0.4999769 0.499884686  0.5000000
## IGHG3_secreted                            0.4999769 0.499884686  0.5000000
## RNASE2                                    0.4999769 0.499884686  0.5000000
## CXCL2                                     0.4999684 0.499842172  0.5000000
## MS4A1                                     0.4999652 0.499825936  0.5000000
## TREM1                                     0.4999625 0.498575702  0.5000174
## CCR4                                      0.4999595 0.499884686  0.5000000
## IFNA1                                     0.4999595 0.499884686  0.5000000
## CD5                                       0.4999503 0.498311914  0.4999544
## CD163                                     0.4999421 0.499825936  0.5000000
## CD4                                       0.4999330 0.499390584  0.4997971
## BTLA                                      0.4999308 0.499654059  0.5000000
## CTSG                                      0.4999265 0.497014464  0.5009243
## CD40                                      0.4999244 0.499165224  0.4999933
## MMP9                                      0.4999134 0.499654059  0.5000000
## F5                                        0.4999117 0.499074176  0.5001429
## CR2                                       0.4999021 0.499684343  0.5000000
## CD1C                                      0.4998786 0.499654059  0.5000000
## CXCL10                                    0.4998634 0.499421671  0.5000275
## CXCR2                                     0.4998053 0.499323007  0.4997365
## IGHM_membrane                             0.4998048 0.499274776  0.4997070
## MITF                                      0.4997863 0.498931624  0.5000000
## JCHAIN                                    0.4997548 0.498931624  0.5000000
## CD1A                                      0.4997475 0.494533284  0.5019137
## IGHM_secreted                             0.4997406 0.499308118  0.4998422
## THBD                                      0.4997341 0.498931624  0.5000000
## TLR2                                      0.4996792 0.497504579  0.5000171
## TPSAB1                                    0.4996356 0.495651099  0.5006513
## VSIG4                                     0.4996346 0.498006105  0.4999687
## FAM129C                                   0.4996163 0.498931624  0.4996843
## CXCL1                                     0.4995726 0.497863248  0.5000000
## ZAP70                                     0.4995715 0.486663185  0.4982393
## CD8.SK1.CD8A.AHS0228.pAbO                 0.4994933 0.313783613  0.4833423
## PDCD1                                     0.4994848 0.497326192  0.4996238
## TNFRSF13C                                 0.4994601 0.498147741  0.4999250
## TNFRSF18                                  0.4994183 0.465069902  0.5042629
## TOP2A                                     0.4993343 0.142046883  0.5927680
## PAX5                                      0.4993285 0.492064205  0.4997530
## CCR10                                     0.4993169 0.497863248  0.4998259
## LY86                                      0.4992957 0.497791328  0.4988090
## CD8B                                      0.4992329 0.496947466  0.4987356
## CD27                                      0.4990981 0.495064665  0.5004055
## NT5E                                      0.4989720 0.490734432  0.5008520
## CXCR1                                     0.4988695 0.496967580  0.4985330
## FOXP3                                     0.4987799 0.479726954  0.4987986
## CD22.CD22.AHS0195.pAbO                    0.4987605 0.408688034  0.5012761
## PECAM1                                    0.4986698 0.312162393  0.4993562
## CSF3                                      0.4985706 0.493730769  0.4999122
## CMTM2                                     0.4985666 0.493795482  0.5000045
## CCR7                                      0.4985445 0.495219327  0.4994040
## TGFB3                                     0.4984279 0.496000767  0.4981967
## TLR7                                      0.4984222 0.490018926  0.5004531
## MKI67                                     0.4982868 0.261183118  0.5626271
## CHI3L2                                    0.4980477 0.494757404  0.4988849
## CXCR5                                     0.4979942 0.477256716  0.5015629
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.4979607 0.299573144  0.4504859
## TLR9                                      0.4979115 0.492594017  0.4991842
## CD14                                      0.4976724 0.494379659  0.4993674
## CD103.ITGAE.AHS0001.pAbO                  0.4968653 0.472252137  0.4979139
## CD95.FAS.AHS0023.pAbO                     0.4967530 0.337816239  0.5210948
## IGKC                                      0.4965310 0.454586691  0.5051480
## CCR3                                      0.4964932 0.492529040  0.4969753
## CCL20                                     0.4961583 0.482530830  0.4992921
## CD3.SK7.CD3E.AHS0033.pAbO                 0.4961459 0.483653236  0.4936061
## LTB                                       0.4959441 0.486265263  0.4986107
## TCF4                                      0.4959403 0.476505495  0.5009302
## STAT6                                     0.4959325 0.479281313  0.4979720
## CX3CR1                                    0.4957571 0.492254419  0.4962517
## CD6                                       0.4957060 0.481697736  0.5000912
## RNASE6                                    0.4956492 0.484661933  0.4957237
## RGS1                                      0.4956412 0.348094654  0.5087931
## NRP1                                      0.4954996 0.471557692  0.4945181
## PMCH                                      0.4943933 0.459975885  0.4963923
## HLA.DQA1                                  0.4943716 0.262645896  0.4226876
## SELL                                      0.4937811 0.472937088  0.4831383
## IL15                                      0.4937762 0.482084421  0.4932339
## HLA.DPA1                                  0.4931849 0.342570473  0.4988457
## FUT4                                      0.4926767 0.477657683  0.4962160
## HMMR                                      0.4926767 0.235920631  0.5582239
## KLRC4                                     0.4921554 0.479037744  0.4848262
## CD28.CD28.2.CD28.AHS0024.pAbO             0.4921100 0.463709707  0.4989591
## PTGDR2                                    0.4918497 0.438373321  0.5048181
## S1PR1                                     0.4918228 0.468225191  0.4897250
## IGHA1_secreted                            0.4910554 0.484121979  0.4921332
## SNCA                                      0.4907558 0.477985958  0.4864731
## MZB1                                      0.4898343 0.384660773  0.5014441
## TNFRSF25                                  0.4898090 0.451546398  0.4991357
## ICOS                                      0.4896449 0.423122670  0.4905150
## MCM2                                      0.4894432 0.280695275  0.5381143
## TNFSF13B                                  0.4894205 0.466077228  0.4854360
## THBS1                                     0.4893134 0.470999677  0.4944125
## CD1D.CD1D.AHS0219.pAbO                    0.4886834 0.414901709  0.4801837
## RORC                                      0.4886133 0.399047314  0.5086368
## BCL11B                                    0.4882629 0.462445934  0.4790007
## CD160                                     0.4880258 0.462778589  0.4915577
## TNFSF13                                   0.4879431 0.476403131  0.4919535
## CD34.581.CD34.AHS0061.pAbO                0.4875644 0.410460317  0.4883548
## IL9R                                      0.4866080 0.454239927  0.4923720
## PTTG2                                     0.4854383 0.293043028  0.5250733
## PASK                                      0.4848869 0.392680054  0.5018241
## KDELR1                                    0.4847868 0.447628723  0.4829592
## IKZF2                                     0.4841996 0.451211233  0.4907655
## KLRG1                                     0.4837919 0.465619734  0.4832790
## CD79B                                     0.4826279 0.450894751  0.4847746
## VEGFA                                     0.4823804 0.376316062  0.4878852
## IL7R                                      0.4820214 0.461247253  0.4836558
## TSPAN32                                   0.4814405 0.456266789  0.4833714
## EOMES                                     0.4805563 0.451631919  0.4745051
## ZNF683                                    0.4798883 0.386385531  0.4945947
## CCR8                                      0.4798121 0.401474664  0.4930994
## CD94.KLRD1.AHS0085.pAbO                   0.4794222 0.296564033  0.3832695
## NCAM1                                     0.4789283 0.427278702  0.4758811
## CCR7.CCR7.AHS0273.pAbO                    0.4786447 0.425568376  0.4881384
## FAS                                       0.4773776 0.412868378  0.5085378
## ITGAX                                     0.4764539 0.162010071  0.5106158
## CD38                                      0.4764535 0.398297608  0.5069041
## RORA                                      0.4756628 0.443229978  0.4659631
## TNFSF8                                    0.4749628 0.422080898  0.4832106
## CX3CR1.CX3CR1.AHS0125.pAbO                0.4748910 0.432040904  0.4745345
## TMEM97                                    0.4740019 0.318059219  0.5070004
## FBXO22                                    0.4732854 0.409429560  0.4659665
## CD45RO.PTPRC.AHS0036.pAbO                 0.4729886 0.394847152  0.4596554
## GIMAP7                                    0.4723222 0.460212508  0.4668223
## FOXO1                                     0.4723106 0.426648539  0.4827475
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.4719024 0.233233856  0.4902209
## CD44                                      0.4712067 0.375388889  0.4944223
## FOXO3                                     0.4711714 0.463526694  0.4715205
## KIR2DL1                                   0.4706171 0.307208514  0.4352119
## LEF1                                      0.4705313 0.330451797  0.4556457
## OAS1                                      0.4687173 0.398584160  0.4692425
## HLA.DMA                                   0.4684541 0.383286703  0.4710344
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.4678088 0.352358846  0.4344090
## TRAT1                                     0.4675092 0.396144299  0.4762019
## CD8A                                      0.4674565 0.285074375  0.4372847
## PSEN1                                     0.4660398 0.453176129  0.4650778
## HLA.DMB                                   0.4657070 0.391792370  0.4283825
## GAB2                                      0.4653562 0.433173432  0.4633019
## C10orf54                                  0.4653321 0.392881189  0.4592756
## TARP_refseq                               0.4625873 0.396835859  0.4521217
## CD81.CD81.AHS0021.pAbO                    0.4582417 0.348415140  0.4000047
## IL18                                      0.4579502 0.405877857  0.4585483
## FAM65B                                    0.4567866 0.438597265  0.4513901
## HLA.DQB1                                  0.4552121 0.305979504  0.3862110
## CBLB                                      0.4523833 0.408357549  0.4426133
## LGALS9                                    0.4520423 0.373580157  0.4664384
## CNOT2                                     0.4512537 0.424595425  0.4552692
## PRDM1                                     0.4512022 0.348287653  0.4906364
## CD33                                      0.4497782 0.267224664  0.4672125
## ZBTB16                                    0.4458181 0.383941086  0.4593424
## CCR2                                      0.4449715 0.406634713  0.4474465
## IL12RB1                                   0.4439274 0.369542430  0.4413554
## CXCR6                                     0.4394014 0.383699720  0.4362832
## HMGB2                                     0.4380692 0.097799124  0.5012360
## ANXA5                                     0.4367941 0.288814444  0.5096875
## IL18RAP                                   0.4364336 0.378646720  0.4372735
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.4349065 0.357117932  0.4373107
## TGFB1                                     0.4338879 0.387442325  0.4326361
## DUSP1                                     0.4336201 0.373787202  0.4632289
## LGALS3                                    0.4319014 0.193314103  0.4924276
## CXCL5                                     0.4286979 0.395227717  0.4076567
## GZMH                                      0.4275472 0.301138167  0.3872618
## KLRC1                                     0.4273860 0.316839022  0.4157752
## PCNA                                      0.4266701 0.171750264  0.4526569
## CD161.DX12.KLRB1.AHS0002.pAbO             0.4262542 0.265457265  0.4085718
## ITGAE                                     0.4252927 0.272413844  0.4305615
## CD74                                      0.4249600 0.289351633  0.3585593
## IL18R1                                    0.4249100 0.337663857  0.4419962
## CD300A                                    0.4211355 0.175137014  0.4767052
## GNLY                                      0.4200886 0.272991794  0.3815369
## STAT1                                     0.4197908 0.302036325  0.3899078
## CTSD                                      0.4171658 0.363439413  0.4252047
## CD247                                     0.4158587 0.263257395  0.3587873
## VNN2                                      0.4156402 0.337196295  0.4356911
## PDIA4                                     0.4147888 0.324710464  0.3891987
## ITGA4                                     0.4144684 0.364526154  0.3951412
## CD102.ICAM2.AHS0155.pAbO                  0.4141716 0.263986569  0.4306901
## DPP4                                      0.4141090 0.299672180  0.4461690
## CD33.WM53.CD33.AHS0044.pAbO               0.4132418 0.230369963  0.4070021
## FYN                                       0.4127916 0.306301587  0.3911154
## NINJ2                                     0.4116368 0.314342981  0.3969419
## TRAC                                      0.4096820 0.306184371  0.4118748
## STAT3                                     0.4089620 0.346675824  0.4200965
## IGBP1                                     0.4084676 0.385948718  0.4147640
## ADA                                       0.4071299 0.309979784  0.4358434
## IFITM3                                    0.4069427 0.200629815  0.3711705
## ITGAM                                     0.4067655 0.329239587  0.3980694
## ADGRG3                                    0.4060308 0.334182495  0.4143394
## XBP1                                      0.4059496 0.310912943  0.4437833
## TIAF1                                     0.4039829 0.333913004  0.4158979
## CCR1                                      0.4027088 0.259899242  0.4310027
## GZMA                                      0.4016079 0.195086691  0.3208470
## ENTPD1                                    0.4015601 0.269261600  0.4383576
## PIK3AP1                                   0.4007531 0.327826344  0.4015193
## IFNGR1                                    0.3989828 0.371222268  0.3964444
## ATF6B                                     0.3979286 0.358592943  0.3843367
## FYB                                       0.3958377 0.273298918  0.4246521
## CD7                                       0.3955698 0.308066766  0.4085297
## ITGB2                                     0.3889054 0.176966405  0.3106233
## GLG1                                      0.3816951 0.248633700  0.4056659
## KLRF1                                     0.3780955 0.202452246  0.3122472
## PDIA6                                     0.3767541 0.227710991  0.3610623
## SPOCK2                                    0.3752191 0.247130186  0.4253641
## TRDC                                      0.3746180 0.229187500  0.3812949
## TRIB2                                     0.3730107 0.237469780  0.4163341
## FCGR3A                                    0.3728032 0.104829726  0.3546230
## LIPA                                      0.3718437 0.259819597  0.3909572
## GAPDH                                     0.3709340 0.196765419  0.3954613
## LAP3                                      0.3700934 0.295075646  0.3502347
## KIT                                       0.3675874 0.098512210  0.4186266
## CST7                                      0.3668508 0.229880321  0.3128700
## CD2                                       0.3664188 0.228306403  0.3312886
## STAT4                                     0.3647182 0.287831807  0.3674876
## CCR5                                      0.3635817 0.247263658  0.3552593
## CCL5                                      0.3622422 0.035829591  0.4460400
## BTG1                                      0.3609699 0.132712256  0.3985296
## LYN                                       0.3572883 0.262009325  0.3588248
## APOBEC3G                                  0.3571829 0.201911113  0.3217054
## CD52                                      0.3545072 0.069350122  0.4741804
## LGALS1                                    0.3534691 0.162233211  0.3447454
## CCR6                                      0.3526252 0.233282183  0.3779495
## LAT                                       0.3523021 0.306344246  0.3430048
## IFITM2                                    0.3511784 0.203471917  0.3067955
## GZMK                                      0.3483812 0.096585227  0.2990022
## CXCR3                                     0.3478569 0.238575905  0.3018841
## BCL2                                      0.3468605 0.247661867  0.3303971
## TNFSF10                                   0.3406499 0.192074786  0.3596956
## CD244                                     0.3375816 0.270833198  0.3271406
## GNAI2                                     0.3358976 0.220523199  0.3091011
## RPN2                                      0.3356967 0.250615742  0.3114044
## GIMAP5                                    0.3315472 0.209642496  0.3439079
## IL32                                      0.3258620 0.075775031  0.3374384
## IKZF1                                     0.3236401 0.193811355  0.3161606
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.3201866 0.138154221  0.3303769
## S100A10                                   0.3195808 0.215752636  0.3531112
## VPS28                                     0.3168123 0.280866606  0.3129195
## ITGAL                                     0.3164532 0.184257541  0.3246224
## NCR3                                      0.3155359 0.226443227  0.2596825
## GIMAP2                                    0.3143124 0.277676787  0.3007058
## CASP5                                     0.3126180 0.224524396  0.3262339
## IL4R                                      0.3107825 0.243122204  0.2846505
## LAT2                                      0.3091603 0.207721805  0.2998061
## IL23R                                     0.3037320 0.203467413  0.3041512
## CASP3                                     0.3035442 0.238884324  0.2893095
## LCK                                       0.2998388 0.207863276  0.2457445
## CD48                                      0.2977245 0.232887057  0.2825347
## KLRK1                                     0.2863678 0.235873557  0.2825537
## IL2RB                                     0.2752476 0.086310332  0.2976108
## CD3E                                      0.2703066 0.155075121  0.2984245
## NKG7                                      0.2689151 0.061726596  0.1927756
## PIK3IP1                                   0.2682318 0.051449585  0.3216518
## FCER1G                                    0.2661984 0.121949049  0.2765059
## RUNX3                                     0.2631053 0.190143579  0.2662519
## CCND2                                     0.2620808 0.192704823  0.2421451
## BIN2                                      0.2593046 0.212301542  0.2361392
## CD335.NCR1.AHS0068.pAbO                   0.2581657 0.151120279  0.2846349
## PTPRC                                     0.2564284 0.182561147  0.2757420
## KLRB1                                     0.2541534 0.100651709  0.2727934
## BAX                                       0.2536359 0.216292501  0.2266276
## CTSW                                      0.2467169 0.096613478  0.2575218
## TXK                                       0.2454296 0.131648810  0.2877949
## DOCK8                                     0.2447905 0.183832251  0.2487848
## CD37                                      0.2431841 0.099871077  0.2261967
## TRBC2                                     0.2386692 0.183752525  0.2152564
## LAMP1                                     0.2381673 0.168394977  0.2193205
## ARL4C                                     0.2306832 0.158149576  0.2400975
## PRF1                                      0.2306345 0.103109661  0.2173617
## CXCR4                                     0.2066599 0.008428797  0.1596250
## CD63                                      0.2050034 0.063054945  0.2261492
## HLA.A                                     0.1943675 0.080838654  0.2122736
## HLA.C                                     0.1834312 0.091009650  0.1815160
## SELPLG                                    0.1347383 0.039987554  0.1250150
##                                             max.AUC rank.AUC
## CSF2                                      0.9643477        1
## CCL4                                      0.9827366        1
## EGR3                                      0.9036572        3
## XCL1                                      0.8732799        4
## CCL3                                      0.9437869        3
## DUSP2                                     0.9233703        4
## IER3                                      0.8549115        2
## ICAM1                                     0.8274007        7
## TNF                                       0.8574453        5
## IFNG                                      0.7618218        9
## BCL2A1                                    0.8123516       12
## MYC                                       0.8345675        7
## CCL1                                      0.7435324        3
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.8590971        9
## GZMB                                      0.8128214        6
## IRF8                                      0.8227262       11
## NAMPT                                     0.7617009       16
## CD4.SK3.CD4.AHS0032.pAbO                  0.7679312       14
## BIRC3                                     0.8261625        9
## CD18.ITGB2.AHS0091.pAbO                   0.9462167        2
## TBX21                                     0.7849988       17
## CD2.CD2.AHS0029.pAbO                      0.7902650       16
## EGR1                                      0.7317156       17
## SEMA7A                                    0.6961190       21
## LTA                                       0.6916929       28
## CD69.CD69.AHS0010.pAbO                    0.8185400       10
## FOSB                                      0.6347688       26
## FN1                                       0.6826257       14
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.6975714       33
## IRF4                                      0.6630770       30
## CD70                                      0.7591316       17
## FASLG                                     0.7064802       30
## ZBED2                                     0.6192472       36
## CD26.DPP4.AHS0109.pAbO                    0.7379018       20
## CD38.HIT2.CD38.AHS0022.pAbO               0.8672424        8
## IL2RA                                     0.7784156       12
## LIF                                       0.7353640       12
## CD226.CD226.AHS0079.pAbO                  0.7148317        7
## CD69                                      0.6887152       24
## TNFRSF8                                   0.6539393       16
## Tim3.HAVCR2.AHS0016.pAbO                  0.7329113       19
## TNFSF14                                   0.6133230       35
## IL13                                      0.5955872       40
## LAIR2                                     0.6242888       44
## JUNB                                      0.6021470       42
## FOSL1                                     0.5936129       41
## ITK                                       0.6270453       27
## BACH2                                     0.5789930       49
## TNFRSF1B                                  0.6493776       36
## STAT5A                                    0.5892590       48
## CD80                                      0.5888727       51
## CD39.ENTPD1.AHS0006.pAbO                  0.6982393       24
## CD7.CD7.AHS0043.pAbO                      0.7038505       20
## CD152.CTLA4.AHS0017.pAbO                  0.6139790       35
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.6224320       27
## JUN                                       0.5749436       63
## IL12RB2                                   0.7823022       18
## YBX3                                      0.6142067       64
## IL1RN                                     0.5527059       55
## HLA.DRA                                   0.6910495       33
## HLA.DRB3                                  0.6650833       45
## IL3RA                                     0.5573837       61
## DUSP4                                     0.6581447       35
## IL3                                       0.5346811       59
## KLRC3                                     0.6313129       56
## FTH1                                      0.5583810       82
## IgM.IGHM.AHS0198.pAbO                     0.5464101       58
## PYCR1                                     0.5865868       52
## CD25.2A3.IL2RA.AHS0026.pAbO               0.6339347       40
## CLEC2D                                    0.5486284       78
## TK1                                       0.6585589       18
## CD72                                      0.5257045       68
## UBE2C                                     0.6100306       29
## CD274                                     0.5233997       69
## TIGIT                                     0.7375937       25
## TNFRSF9                                   0.5191429       73
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.5426509       60
## CD9                                       0.5482453       66
## HLA.DPB1                                  0.6612607       48
## IL15RA                                    0.5661884       80
## TYMS                                      0.6725347       19
## GATA3                                     0.5155718       97
## CTLA4                                     0.5137265       84
## CD314.KLRK1.AHS0065.pAbO                  0.7113336       23
## CD3D                                      0.5157732       72
## LAMP3                                     0.5121359      105
## KIAA0101                                  0.6706034       24
## AIM2                                      0.5132126       87
## CCNB1                                     0.5995330       37
## IL1B                                      0.5077143       83
## IER5                                      0.5089735      123
## POU2AF1                                   0.5057143       88
## CD27.L128.CD27.AHS0249.pAbO               0.5333590       85
## CD40LG                                    0.5445558       62
## AURKB                                     0.6013539       34
## CXCL16                                    0.5104674       90
## FOXP1                                     0.5307954       86
## TCF7                                      0.5062712       89
## IL4                                       0.5040000       94
## CD40.CD40.AHS0117.pAbO                    0.5054770      109
## B3GAT1                                    0.5056438       92
## CXCL8                                     0.5041118       95
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5582295       64
## TNFRSF4                                   0.5072597       93
## MCM4                                      0.6350857       35
## IL1RL1                                    0.5322940       94
## IL6                                       0.5087661      118
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5469659       71
## SLAMF1                                    0.5045220      111
## CD86                                      0.5386178       79
## CD200                                     0.5018571       99
## LILRB4                                    0.5026826       98
## LAG3                                      0.5167543      111
## IL6R                                      0.5017143      100
## TGFBI                                     0.5033412      147
## QPCT                                      0.5294405       86
## IL2                                       0.5018571      106
## HAVCR2                                    0.6843681       40
## CD79A                                     0.5017118      108
## MGST1                                     0.5223592       98
## SLC25A37                                  0.5076919      128
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5186009       99
## CD215.IL15RA.AHS0212.pAbO                 0.6330836       22
## ADGRE1                                    0.5027143      141
## CD3G                                      0.5015714      112
## SLC7A7                                    0.5011122      113
## CLEC4D                                    0.5005714      114
## IL12A                                     0.5008571      121
## CCL22                                     0.5005714      114
## IL1R2                                     0.5004286      119
## S100A9                                    0.5008571      124
## IL5                                       0.5005714      163
## BCL6                                      0.5029870      159
## VMO1                                      0.5009165      170
## CD127.IL7R.AHS0028.pAbO                   0.5958962       36
## CCL2                                      0.5004286      159
## EPX                                       0.5001429      127
## IL22                                      0.5001429      127
## LRRC32                                    0.5001429      127
## CXCL3                                     0.5001429      127
## SPP1                                      0.5001429      127
## CLEC4E                                    0.5001429      175
## PI3                                       0.5001429      176
## CD24                                      0.5009693      136
## KCNE3                                     0.5001429      127
## CD28                                      0.5004286      125
## GZMM                                      0.5004286      123
## ALAS2                                     0.5000000      138
## APOE                                      0.5000000      138
## AQP9                                      0.5000000      138
## AZU1                                      0.5000000      138
## BLK                                       0.5000000      138
## BLNK                                      0.5000000      138
## BPI                                       0.5000000      138
## C1QA                                      0.5000000      138
## C1QB                                      0.5000000      138
## CCL13                                     0.5000000      138
## CCL17                                     0.5000000      138
## CCL19                                     0.5000000      138
## CCR9                                      0.5000000      138
## CD1B                                      0.5000000      138
## CD209                                     0.5000000      138
## CD22                                      0.5000000      138
## CD34                                      0.5000000      138
## CEACAM8                                   0.5000000      138
## CHI3L1                                    0.5000000      138
## CLC                                       0.5000000      138
## CLEC10A                                   0.5000000      138
## CPA3                                      0.5000000      138
## CXCL11                                    0.5000000      138
## CXCL13                                    0.5000000      138
## CXCL9                                     0.5000000      138
## DEFA3                                     0.5000000      138
## DEFA4                                     0.5000000      138
## EBF1                                      0.5000000      138
## ELANE                                     0.5000000      138
## F13A1                                     0.5000000      138
## FCER1A                                    0.5000000      138
## FCER2                                     0.5000000      138
## FCN1                                      0.5000000      138
## GHR                                       0.5000000      138
## IGHD_membrane                             0.5000000      138
## IGHE_secreted                             0.5000000      138
## IGHG1_membrane                            0.5000000      138
## IGHG2_secreted                            0.5000000      138
## IGHG4_secreted                            0.5000000      138
## IGLC3                                     0.5000000      138
## IL17A                                     0.5000000      138
## IL17F                                     0.5000000      138
## IL21                                      0.5000000      138
## IL25                                      0.5000000      138
## IL31                                      0.5000000      138
## IL33                                      0.5000000      138
## IL9                                       0.5000000      138
## MME                                       0.5000000      138
## MMP12                                     0.5000000      138
## S100A12                                   0.5000000      138
## TCL1A                                     0.5000000      138
## TLR8                                      0.5000000      138
## TNFRSF17                                  0.5000000      138
## VPREB3                                    0.5000000      138
## AOC3                                      0.5000000      138
## CMKLR1                                    0.5010000      120
## ARG1                                      0.5000000      185
## CD36                                      0.5000000      185
## CNTNAP3                                   0.5000000      185
## FLT3                                      0.5000000      185
## IGHG1_secreted                            0.5000000      185
## IGHG3_secreted                            0.5000000      185
## RNASE2                                    0.5000000      185
## CXCL2                                     0.5000000      138
## MS4A1                                     0.5000000      138
## TREM1                                     0.5007143      173
## CCR4                                      0.5000000      185
## IFNA1                                     0.5000000      185
## CD5                                       0.5010000      158
## CD163                                     0.5000000      185
## CD4                                       0.5004286      167
## BTLA                                      0.5000000      185
## CTSG                                      0.5012857      151
## CD40                                      0.5004286      167
## MMP9                                      0.5000000      185
## F5                                        0.5001429      127
## CR2                                       0.5000000      138
## CD1C                                      0.5000000      185
## CXCL10                                    0.5001429      135
## CXCR2                                     0.5004286      167
## IGHM_membrane                             0.5004286      172
## MITF                                      0.5000000      138
## JCHAIN                                    0.5000000      138
## CD1A                                      0.5030000      137
## IGHM_secreted                             0.5000000      185
## THBD                                      0.5000000      138
## TLR2                                      0.5004837      118
## TPSAB1                                    0.5010000      126
## VSIG4                                     0.5001429      184
## FAM129C                                   0.5000000      138
## CXCL1                                     0.5000000      138
## ZAP70                                     0.5093626      119
## CD8.SK1.CD8A.AHS0228.pAbO                 0.6806282       43
## PDCD1                                     0.5005714      157
## TNFRSF13C                                 0.5001986      174
## TNFRSF18                                  0.5128365       96
## TOP2A                                     0.6099048       30
## PAX5                                      0.5050421      145
## CCR10                                     0.5000000      138
## LY86                                      0.5017833      146
## CD8B                                      0.5018571      143
## CD27                                      0.5017143      116
## NT5E                                      0.5014286      110
## CXCR1                                     0.5004286      167
## FOXP3                                     0.5104515      118
## CD22.CD22.AHS0195.pAbO                    0.5721139       51
## PECAM1                                    0.6329616       32
## CSF3                                      0.5001429      184
## CMTM2                                     0.5017672      137
## CCR7                                      0.5002630      171
## TGFB3                                     0.5007891      160
## TLR7                                      0.5007143      122
## MKI67                                     0.5774563       47
## CHI3L2                                    0.4994788      230
## CXCR5                                     0.5061098      102
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.6940805       10
## TLR9                                      0.5007815      172
## CD14                                      0.5003228      182
## CD103.ITGAE.AHS0001.pAbO                  0.5218805       93
## CD95.FAS.AHS0023.pAbO                     0.5907389       52
## IGKC                                      0.5121488      104
## CCR3                                      0.4996201      257
## CCL20                                     0.5003661      166
## CD3.SK7.CD3E.AHS0033.pAbO                 0.5075191       80
## LTB                                       0.5004871      117
## TCF4                                      0.5022854      150
## STAT6                                     0.5098594       75
## CX3CR1                                    0.4999158      257
## CD6                                       0.5081538      122
## RNASE6                                    0.5075962      124
## RGS1                                      0.6625127       30
## NRP1                                      0.5098276      121
## PMCH                                      0.5156644       85
## HLA.DQA1                                  0.6884184       28
## SELL                                      0.5157359      105
## IL15                                      0.5045824      131
## HLA.DPA1                                  0.7083251       29
## FUT4                                      0.5058757      144
## HMMR                                      0.5724706       60
## KLRC4                                     0.5189255      107
## CD28.CD28.2.CD28.AHS0024.pAbO             0.5092242      122
## PTGDR2                                    0.5066051       91
## S1PR1                                     0.5145864      112
## IGHA1_secreted                            0.4967980      272
## SNCA                                      0.5057499      139
## MZB1                                      0.6046926       52
## TNFRSF25                                  0.5003662      165
## ICOS                                      0.5346978       92
## MCM2                                      0.6254007       40
## TNFSF13B                                  0.5065764      132
## THBS1                                     0.5042248      146
## CD1D.CD1D.AHS0219.pAbO                    0.5706198       53
## RORC                                      0.5141932       77
## BCL11B                                    0.5554802       82
## CD160                                     0.5083349      121
## TNFSF13                                   0.4927375      283
## CD34.581.CD34.AHS0061.pAbO                0.5400363       78
## IL9R                                      0.5006778      163
## PTTG2                                     0.5793976       66
## PASK                                      0.5182348      105
## KDELR1                                    0.5083281      136
## IKZF2                                     0.4990604      275
## KLRG1                                     0.5007637      161
## CD79B                                     0.5110345      115
## VEGFA                                     0.5836914       70
## IL7R                                      0.5050360      132
## TSPAN32                                   0.5074035       82
## EOMES                                     0.5424811       88
## ZNF683                                    0.5282613       88
## CCR8                                      0.5102523      120
## CD94.KLRD1.AHS0085.pAbO                   0.8890342        6
## NCAM1                                     0.5174184      101
## CCR7.CCR7.AHS0273.pAbO                    0.5015943      101
## FAS                                       0.5190947      104
## ITGAX                                     0.6488853       15
## CD38                                      0.5578233       81
## RORA                                      0.5199969      104
## TNFSF8                                    0.5074179      125
## CX3CR1.CX3CR1.AHS0125.pAbO                0.4997843      260
## TMEM97                                    0.6101328       41
## FBXO22                                    0.5288817      106
## CD45RO.PTPRC.AHS0036.pAbO                 0.5523523       75
## GIMAP7                                    0.4897557      316
## FOXO1                                     0.5046169      130
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.7149933       28
## CD44                                      0.5488009       50
## FOXO3                                     0.4799806      313
## KIR2DL1                                   0.7601136       23
## LEF1                                      0.5806163       71
## OAS1                                      0.5132537      109
## HLA.DMA                                   0.5913825       67
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.6275943       23
## TRAT1                                     0.5373218       92
## CD8A                                      0.6687662       44
## PSEN1                                     0.4778111      324
## HLA.DMB                                   0.6498523       52
## GAB2                                      0.5033099      149
## C10orf54                                  0.5209202       65
## TARP_refseq                               0.5197412      114
## CD81.CD81.AHS0021.pAbO                    0.7168488       22
## IL18                                      0.5068488      131
## FAM65B                                    0.4795498      315
## HLA.DQB1                                  0.6244444       59
## CBLB                                      0.4983217      277
## LGALS9                                    0.4938104      310
## CNOT2                                     0.4635790      319
## PRDM1                                     0.5074146       81
## CD33                                      0.5564914       76
## ZBTB16                                    0.4926397      302
## CCR2                                      0.4879986      321
## IL12RB1                                   0.5206631      113
## CXCR6                                     0.4827729      311
## HMGB2                                     0.5483695       74
## ANXA5                                     0.5546725       73
## IL18RAP                                   0.4813324      315
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.5103313      117
## TGFB1                                     0.4769519      302
## DUSP1                                     0.4682600      321
## LGALS3                                    0.4961733      290
## CXCL5                                     0.4686077      341
## GZMH                                      0.6537601       50
## KLRC1                                     0.6391679       55
## PCNA                                      0.5693665       55
## CD161.DX12.KLRB1.AHS0002.pAbO             0.5559865       72
## ITGAE                                     0.5110205      116
## CD74                                      0.6620116       47
## IL18R1                                    0.5031847      156
## CD300A                                    0.5597784       79
## GNLY                                      0.5491273       85
## STAT1                                     0.5348330       82
## CTSD                                      0.4449282      336
## CD247                                     0.6930739       35
## VNN2                                      0.4655828      343
## PDIA4                                     0.4882494      324
## ITGA4                                     0.4812512      316
## CD102.ICAM2.AHS0155.pAbO                  0.5229528       98
## DPP4                                      0.4645446      338
## CD33.WM53.CD33.AHS0044.pAbO               0.5771475       50
## FYN                                       0.5691151       76
## NINJ2                                     0.5544386       83
## TRAC                                      0.5754602       62
## STAT3                                     0.4718275      309
## IGBP1                                     0.4273699      367
## ADA                                       0.4977616      285
## IFITM3                                    0.5941510       38
## ITGAM                                     0.4881957      303
## ADGRG3                                    0.4551361      349
## XBP1                                      0.4574070      351
## TIAF1                                     0.4495198      353
## CCR1                                      0.4979393      281
## GZMA                                      0.6478518       25
## ENTPD1                                    0.4566884      347
## PIK3AP1                                   0.4615229      337
## IFNGR1                                    0.4263966      363
## ATF6B                                     0.4425806      366
## FYB                                       0.4593021      350
## CD7                                       0.4640272      339
## ITGB2                                     0.8761807        7
## GLG1                                      0.4552061      341
## KLRF1                                     0.7639509       21
## PDIA6                                     0.4935282      314
## SPOCK2                                    0.4672560      337
## TRDC                                      0.5282943       98
## TRIB2                                     0.5119325      112
## FCGR3A                                    0.7815324       19
## LIPA                                      0.4443656      363
## GAPDH                                     0.5981278       57
## LAP3                                      0.4503642      356
## KIT                                       0.5657446       61
## CST7                                      0.6902625       38
## CD2                                       0.6146731       63
## STAT4                                     0.4096923      374
## CCR5                                      0.4718681      329
## CCL5                                      0.6645904       46
## BTG1                                      0.5194418       67
## LYN                                       0.4213695      380
## APOBEC3G                                  0.6273339       58
## CD52                                      0.5056958      140
## LGALS1                                    0.4834393      328
## CCR6                                      0.4632752      349
## LAT                                       0.4108718      384
## IFITM2                                    0.5218153       94
## GZMK                                      0.8092579       14
## CXCR3                                     0.6231255       61
## BCL2                                      0.4326544      366
## TNFSF10                                   0.4521424      355
## CD244                                     0.4577308      346
## GNAI2                                     0.4448170      362
## RPN2                                      0.4478970      358
## GIMAP5                                    0.5030366      136
## IL32                                      0.5126865      111
## IKZF1                                     0.4711149      338
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.5217302      100
## S100A10                                   0.3833218      399
## VPS28                                     0.3678489      417
## ITGAL                                     0.4276618      374
## NCR3                                      0.5301981       96
## GIMAP2                                    0.4007311      396
## CASP5                                     0.3533122      400
## IL4R                                      0.3927874      381
## LAT2                                      0.4712890      333
## IL23R                                     0.3977328      398
## CASP3                                     0.3537799      400
## LCK                                       0.4604200      343
## CD48                                      0.3706700      410
## KLRK1                                     0.3532192      410
## IL2RB                                     0.4208840      376
## CD3E                                      0.3460998      415
## NKG7                                      0.7365400       26
## PIK3IP1                                   0.3694904      391
## FCER1G                                    0.3823562      401
## RUNX3                                     0.3166950      414
## CCND2                                     0.3868473      381
## BIN2                                      0.3120849      435
## CD335.NCR1.AHS0068.pAbO                   0.3857944      409
## PTPRC                                     0.3057451      429
## KLRB1                                     0.4500568      329
## BAX                                       0.3627825      424
## CTSW                                      0.4122214      384
## TXK                                       0.3288727      423
## DOCK8                                     0.3007631      449
## CD37                                      0.3647128      394
## TRBC2                                     0.3257128      437
## LAMP1                                     0.3156740      425
## ARL4C                                     0.3059702      446
## PRF1                                      0.3144290      426
## CXCR4                                     0.3920435      382
## CD63                                      0.3710727      420
## HLA.A                                     0.2538672      449
## HLA.C                                     0.2639509      454
## SELPLG                                    0.2038863      467
##                                           mean.logFC.detected
## CSF2                                             3.641704e-01
## CCL4                                             1.218244e-02
## EGR3                                             1.621280e+00
## XCL1                                             1.105304e+00
## CCL3                                             8.933617e-02
## DUSP2                                            5.846581e-01
## IER3                                             1.011669e+00
## ICAM1                                            3.388165e-01
## TNF                                              1.653532e-01
## IFNG                                             6.274406e-01
## BCL2A1                                           1.151760e+00
## MYC                                              6.079987e-01
## CCL1                                             6.841216e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                  5.211943e-02
## GZMB                                             3.407865e-03
## IRF8                                             1.329138e-01
## NAMPT                                            9.230047e-01
## CD4.SK3.CD4.AHS0032.pAbO                         6.832347e-01
## BIRC3                                            3.495135e-01
## CD18.ITGB2.AHS0091.pAbO                          6.158786e-04
## TBX21                                            3.787950e-01
## CD2.CD2.AHS0029.pAbO                             6.158786e-04
## EGR1                                             8.467615e-01
## SEMA7A                                           1.329902e+00
## LTA                                              7.430873e-01
## CD69.CD69.AHS0010.pAbO                           2.919749e-04
## FOSB                                             1.366004e+00
## FN1                                              1.214739e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                    1.866902e-01
## IRF4                                             1.280554e+00
## CD70                                             5.732946e-01
## FASLG                                            7.898958e-01
## ZBED2                                            2.213653e+00
## CD26.DPP4.AHS0109.pAbO                          -6.406853e-17
## CD38.HIT2.CD38.AHS0022.pAbO                      4.375253e-03
## IL2RA                                            2.260536e-01
## LIF                                              7.289906e-01
## CD226.CD226.AHS0079.pAbO                         3.288266e-02
## CD69                                             1.849060e-01
## TNFRSF8                                          1.661447e+00
## Tim3.HAVCR2.AHS0016.pAbO                         6.158786e-04
## TNFSF14                                          2.679153e-01
## IL13                                             1.803600e+00
## LAIR2                                            8.541190e-01
## JUNB                                             1.145156e+00
## FOSL1                                            2.041933e+00
## ITK                                              2.351583e-01
## BACH2                                            9.295952e-01
## TNFRSF1B                                         1.695608e-01
## STAT5A                                           3.715528e-01
## CD80                                             9.846836e-01
## CD39.ENTPD1.AHS0006.pAbO                         1.669918e-03
## CD7.CD7.AHS0043.pAbO                            -6.406853e-17
## CD152.CTLA4.AHS0017.pAbO                        -7.091044e-05
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO               7.927205e-03
## JUN                                              5.434831e-01
## IL12RB2                                          6.621512e-01
## YBX3                                             6.742487e-01
## IL1RN                                            1.647127e+00
## HLA.DRA                                          4.924412e-01
## HLA.DRB3                                         6.611041e-01
## IL3RA                                            9.213949e-01
## DUSP4                                            2.594199e-01
## IL3                                              1.491161e+00
## KLRC3                                            4.345540e-01
## FTH1                                             6.980272e-01
## IgM.IGHM.AHS0198.pAbO                            5.477107e-02
## PYCR1                                            8.689669e-01
## CD25.2A3.IL2RA.AHS0026.pAbO                      1.085743e-01
## CLEC2D                                           6.838278e-01
## TK1                                              6.278375e-01
## CD72                                             1.074649e+00
## UBE2C                                            7.534010e-01
## CD274                                            1.159004e+00
## TIGIT                                            4.907400e-01
## TNFRSF9                                          3.060619e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO                    9.384458e-02
## CD9                                              3.520917e-01
## HLA.DPB1                                         4.811703e-01
## IL15RA                                           3.623732e-01
## TYMS                                             2.512605e-01
## GATA3                                            6.577673e-01
## CTLA4                                            1.476073e+00
## CD314.KLRK1.AHS0065.pAbO                        -1.663491e-05
## CD3D                                             4.589907e-01
## LAMP3                                            1.122000e+00
## KIAA0101                                         4.434825e-01
## AIM2                                             8.914920e-01
## CCNB1                                            6.562529e-01
## IL1B                                             2.778748e+00
## IER5                                             4.771785e-01
## POU2AF1                                          3.471097e+00
## CD27.L128.CD27.AHS0249.pAbO                      1.061954e-01
## CD40LG                                           6.537350e-01
## AURKB                                            4.952954e-01
## CXCL16                                           4.553216e-01
## FOXP1                                            2.306100e-01
## TCF7                                             1.170459e+00
## IL4                                              2.027202e+00
## CD40.CD40.AHS0117.pAbO                           1.104611e-01
## B3GAT1                                           8.375742e-01
## CXCL8                                            1.941014e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO        3.030116e-02
## TNFRSF4                                          5.376514e-01
## MCM4                                             3.865756e-01
## IL1RL1                                           6.086290e-01
## IL6                                              4.575013e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                       7.110537e-02
## SLAMF1                                           1.124205e+00
## CD86                                             5.507769e-01
## CD200                                            2.795366e+00
## LILRB4                                           1.371861e+00
## LAG3                                             7.597803e-01
## IL6R                                             2.466994e+00
## TGFBI                                            4.626775e-01
## QPCT                                             2.124690e-01
## IL2                                              1.292958e+00
## HAVCR2                                           5.758865e-02
## CD79A                                            4.137229e-01
## MGST1                                            7.061499e-01
## SLC25A37                                         2.884679e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO              9.941776e-02
## CD215.IL15RA.AHS0212.pAbO                        8.943073e-04
## ADGRE1                                           6.793251e-01
## CD3G                                             8.341964e-01
## SLC7A7                                           8.426727e-01
## CLEC4D                                           1.568055e+00
## IL12A                                            9.938124e-01
## CCL22                                            1.338145e+00
## IL1R2                                            1.502062e+00
## S100A9                                           8.708867e-01
## IL5                                              9.214449e-01
## BCL6                                             1.050952e-01
## VMO1                                             2.215837e-01
## CD127.IL7R.AHS0028.pAbO                          5.423974e-03
## CCL2                                             6.356077e-01
## EPX                                              7.185101e-01
## IL22                                             7.185101e-01
## LRRC32                                           7.185101e-01
## CXCL3                                            5.812368e-01
## SPP1                                             5.812368e-01
## CLEC4E                                           4.412151e-01
## PI3                                              3.039418e-01
## CD24                                             3.090839e-01
## KCNE3                                            5.185101e-01
## CD28                                             2.535088e-01
## GZMM                                             7.789882e-02
## ALAS2                                            0.000000e+00
## APOE                                             0.000000e+00
## AQP9                                             0.000000e+00
## AZU1                                             0.000000e+00
## BLK                                              0.000000e+00
## BLNK                                             0.000000e+00
## BPI                                              0.000000e+00
## C1QA                                             0.000000e+00
## C1QB                                             0.000000e+00
## CCL13                                            0.000000e+00
## CCL17                                            0.000000e+00
## CCL19                                            0.000000e+00
## CCR9                                             0.000000e+00
## CD1B                                             0.000000e+00
## CD209                                            0.000000e+00
## CD22                                             0.000000e+00
## CD34                                             0.000000e+00
## CEACAM8                                          0.000000e+00
## CHI3L1                                           0.000000e+00
## CLC                                              0.000000e+00
## CLEC10A                                          0.000000e+00
## CPA3                                             0.000000e+00
## CXCL11                                           0.000000e+00
## CXCL13                                           0.000000e+00
## CXCL9                                            0.000000e+00
## DEFA3                                            0.000000e+00
## DEFA4                                            0.000000e+00
## EBF1                                             0.000000e+00
## ELANE                                            0.000000e+00
## F13A1                                            0.000000e+00
## FCER1A                                           0.000000e+00
## FCER2                                            0.000000e+00
## FCN1                                             0.000000e+00
## GHR                                              0.000000e+00
## IGHD_membrane                                    0.000000e+00
## IGHE_secreted                                    0.000000e+00
## IGHG1_membrane                                   0.000000e+00
## IGHG2_secreted                                   0.000000e+00
## IGHG4_secreted                                   0.000000e+00
## IGLC3                                            0.000000e+00
## IL17A                                            0.000000e+00
## IL17F                                            0.000000e+00
## IL21                                             0.000000e+00
## IL25                                             0.000000e+00
## IL31                                             0.000000e+00
## IL33                                             0.000000e+00
## IL9                                              0.000000e+00
## MME                                              0.000000e+00
## MMP12                                            0.000000e+00
## S100A12                                          0.000000e+00
## TCL1A                                            0.000000e+00
## TLR8                                             0.000000e+00
## TNFRSF17                                         0.000000e+00
## VPREB3                                           0.000000e+00
## AOC3                                            -1.372733e-01
## CMKLR1                                           6.933519e-01
## ARG1                                            -1.707505e-01
## CD36                                            -1.707505e-01
## CNTNAP3                                         -1.707505e-01
## FLT3                                            -1.707505e-01
## IGHG1_secreted                                  -1.707505e-01
## IGHG3_secreted                                  -1.707505e-01
## RNASE2                                          -1.707505e-01
## CXCL2                                           -2.000000e-01
## MS4A1                                           -2.299105e-01
## TREM1                                            5.825482e-01
## CCR4                                            -3.080238e-01
## IFNA1                                           -3.080238e-01
## CD5                                              6.757151e-02
## CD163                                           -4.006610e-01
## CD4                                             -2.598390e-02
## BTLA                                            -3.549331e-01
## CTSG                                             4.623768e-01
## CD40                                            -1.512797e-01
## MMP9                                            -4.922064e-01
## F5                                               3.812368e-01
## CR2                                             -5.469030e-01
## CD1C                                            -6.548565e-01
## CXCL10                                          -3.065062e-01
## CXCR2                                           -3.963155e-01
## IGHM_membrane                                    1.188764e-01
## MITF                                            -2.000000e-01
## JCHAIN                                          -4.000000e-01
## CD1A                                             6.006539e-01
## IGHM_secreted                                   -1.046624e+00
## THBD                                            -4.999234e-01
## TLR2                                             1.680016e-01
## TPSAB1                                           6.119398e-01
## VSIG4                                           -1.056879e-01
## FAM129C                                         -9.469030e-01
## CXCL1                                           -3.169925e-01
## ZAP70                                            7.157190e-02
## CD8.SK1.CD8A.AHS0228.pAbO                        1.070909e-02
## PDCD1                                           -2.313574e-01
## TNFRSF13C                                       -3.688898e-01
## TNFRSF18                                         3.497812e-01
## TOP2A                                            3.687467e-01
## PAX5                                             4.651048e-01
## CCR10                                           -1.146903e+00
## LY86                                            -2.242893e-01
## CD8B                                            -2.510333e-01
## CD27                                            -1.318614e-01
## NT5E                                             7.706295e-01
## CXCR1                                           -1.004196e+00
## FOXP3                                            1.968628e-01
## CD22.CD22.AHS0195.pAbO                           3.436270e-02
## PECAM1                                           4.702205e-01
## CSF3                                            -7.707256e-01
## CMTM2                                           -1.482441e-01
## CCR7                                            -6.560425e-01
## TGFB3                                           -6.975510e-01
## TLR7                                             4.433978e-01
## MKI67                                            9.732786e-01
## CHI3L2                                          -3.312694e-01
## CXCR5                                            1.047331e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                -6.406853e-17
## TLR9                                            -6.952214e-01
## CD14                                            -6.445285e-01
## CD103.ITGAE.AHS0001.pAbO                         5.011434e-02
## CD95.FAS.AHS0023.pAbO                           -6.406853e-17
## IGKC                                             4.854707e-01
## CCR3                                            -1.277285e+00
## CCL20                                           -1.012377e+00
## CD3.SK7.CD3E.AHS0033.pAbO                        6.551829e-02
## LTB                                             -2.073567e-01
## TCF4                                            -2.076232e-01
## STAT6                                            5.797251e-02
## CX3CR1                                          -4.346292e-01
## CD6                                              6.594311e-02
## RNASE6                                          -2.328862e-01
## RGS1                                             2.730656e-01
## NRP1                                             5.272085e-03
## PMCH                                             9.681208e-02
## HLA.DQA1                                         4.013291e-01
## SELL                                             1.506547e-02
## IL15                                            -7.100075e-02
## HLA.DPA1                                         2.987019e-01
## FUT4                                            -1.439468e-01
## HMMR                                             7.598859e-01
## KLRC4                                           -8.314694e-02
## CD28.CD28.2.CD28.AHS0024.pAbO                    4.112998e-02
## PTGDR2                                           5.840893e-01
## S1PR1                                           -1.242779e-01
## IGHA1_secreted                                  -1.768855e+00
## SNCA                                            -4.125973e-01
## MZB1                                             3.149285e-01
## TNFRSF25                                        -1.391234e+00
## ICOS                                             1.555211e-01
## MCM2                                             2.692877e-01
## TNFSF13B                                        -2.407175e-01
## THBS1                                           -6.295983e-01
## CD1D.CD1D.AHS0219.pAbO                           1.149381e-02
## RORC                                             7.820134e-01
## BCL11B                                           1.696737e-01
## CD160                                           -3.071898e-01
## TNFSF13                                         -3.399441e-01
## CD34.581.CD34.AHS0061.pAbO                       1.925090e-02
## IL9R                                            -5.653371e-01
## PTTG2                                            3.271256e-01
## PASK                                             5.036906e-02
## KDELR1                                          -1.603266e-01
## IKZF2                                           -5.505188e-01
## KLRG1                                           -1.211927e+00
## CD79B                                           -6.730651e-01
## VEGFA                                            1.893648e-01
## IL7R                                            -1.046655e+00
## TSPAN32                                         -2.382538e-01
## EOMES                                           -5.775050e-02
## ZNF683                                           1.318179e-01
## CCR8                                            -4.671427e-03
## CD94.KLRD1.AHS0085.pAbO                          3.640957e-03
## NCAM1                                           -6.311609e-02
## CCR7.CCR7.AHS0273.pAbO                           2.903903e-02
## FAS                                              1.956188e-01
## ITGAX                                            1.848628e-01
## CD38                                             8.099493e-02
## RORA                                            -3.994426e-01
## TNFSF8                                          -5.884114e-01
## CX3CR1.CX3CR1.AHS0125.pAbO                       1.112997e-02
## TMEM97                                           3.236793e-01
## FBXO22                                          -1.224372e-02
## CD45RO.PTPRC.AHS0036.pAbO                        8.841377e-03
## GIMAP7                                          -1.802899e+00
## FOXO1                                           -4.791713e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                     3.317033e-03
## CD44                                             8.696049e-02
## FOXO3                                           -4.579442e-01
## KIR2DL1                                          2.361984e-01
## LEF1                                             1.095856e-01
## OAS1                                            -2.295925e-01
## HLA.DMA                                          2.184505e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                  1.882422e-02
## TRAT1                                           -2.828805e-01
## CD8A                                             1.521540e-01
## PSEN1                                           -1.863871e-01
## HLA.DMB                                          2.253556e-01
## GAB2                                            -9.270354e-02
## C10orf54                                         1.172226e-01
## TARP_refseq                                      1.127101e-01
## CD81.CD81.AHS0021.pAbO                          -6.406853e-17
## IL18                                            -5.784472e-01
## FAM65B                                          -6.938252e-01
## HLA.DQB1                                         2.372915e-01
## CBLB                                             3.666398e-02
## LGALS9                                          -3.272095e-01
## CNOT2                                            1.352690e-01
## PRDM1                                            9.345223e-02
## CD33                                            -4.846338e-02
## ZBTB16                                          -1.450048e-01
## CCR2                                            -1.272645e+00
## IL12RB1                                         -6.952650e-02
## CXCR6                                           -2.404673e-01
## HMGB2                                            3.013526e-03
## ANXA5                                            7.042776e-02
## IL18RAP                                          4.670157e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO                 -1.051388e-02
## TGFB1                                           -6.953318e-02
## DUSP1                                           -4.981686e-01
## LGALS3                                          -2.063368e-01
## CXCL5                                            1.930891e-02
## GZMH                                             4.333949e-02
## KLRC1                                            4.228562e-02
## PCNA                                             3.795349e-02
## CD161.DX12.KLRB1.AHS0002.pAbO                    4.308421e-03
## ITGAE                                           -2.104589e-03
## CD74                                             1.361561e-02
## IL18R1                                           3.929799e-02
## CD300A                                           8.815985e-02
## GNLY                                            -6.406853e-17
## STAT1                                           -3.543548e-02
## CTSD                                            -2.474691e-02
## CD247                                            1.508984e-01
## VNN2                                            -1.924152e-01
## PDIA4                                            5.749042e-02
## ITGA4                                           -3.161310e-01
## CD102.ICAM2.AHS0155.pAbO                         8.029531e-04
## DPP4                                            -3.063444e-02
## CD33.WM53.CD33.AHS0044.pAbO                     -1.829950e-03
## FYN                                              1.818450e-02
## NINJ2                                            1.036477e-02
## TRAC                                            -1.574378e-01
## STAT3                                           -1.772612e-02
## IGBP1                                           -3.811198e-02
## ADA                                              4.634700e-02
## IFITM3                                           1.172650e-01
## ITGAM                                            6.935721e-02
## ADGRG3                                          -4.443505e-01
## XBP1                                             2.967569e-02
## TIAF1                                           -2.284699e-01
## CCR1                                            -3.955817e-01
## GZMA                                             9.803106e-04
## ENTPD1                                          -3.756970e-02
## PIK3AP1                                         -7.416223e-03
## IFNGR1                                          -1.248164e-01
## ATF6B                                           -6.079120e-02
## FYB                                             -2.579542e-01
## CD7                                             -2.767484e-02
## ITGB2                                            1.023354e-01
## GLG1                                            -3.092963e-01
## KLRF1                                            1.684611e-01
## PDIA6                                            5.477533e-02
## SPOCK2                                          -8.120343e-01
## TRDC                                             3.561132e-02
## TRIB2                                           -2.324536e-01
## FCGR3A                                           1.368160e-01
## LIPA                                            -1.227984e-01
## GAPDH                                           -6.406853e-17
## LAP3                                             5.262179e-02
## KIT                                             -2.699598e-01
## CST7                                             3.521229e-02
## CD2                                              5.710327e-02
## STAT4                                            1.302699e-02
## CCR5                                            -3.489284e-01
## CCL5                                             2.572261e-02
## BTG1                                             4.805550e-03
## LYN                                              2.318462e-02
## APOBEC3G                                         1.098575e-02
## CD52                                             2.219059e-03
## LGALS1                                          -3.208842e-04
## CCR6                                            -8.614625e-01
## LAT                                             -3.183612e-01
## IFITM2                                           4.107126e-02
## GZMK                                             1.443660e-01
## CXCR3                                            4.195084e-02
## BCL2                                            -1.732511e-01
## TNFSF10                                          9.940134e-03
## CD244                                           -1.584966e-01
## GNAI2                                            4.956373e-03
## RPN2                                             2.300046e-02
## GIMAP5                                          -6.125165e-01
## IL32                                             3.350023e-03
## IKZF1                                           -1.252057e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO           -1.495748e-02
## S100A10                                          6.956131e-03
## VPS28                                           -9.630174e-02
## ITGAL                                           -4.290866e-02
## NCR3                                             1.309900e-02
## GIMAP2                                          -8.234547e-01
## CASP5                                           -1.148771e-01
## IL4R                                             8.749056e-03
## LAT2                                            -5.835712e-02
## IL23R                                           -1.221046e-01
## CASP3                                           -8.548900e-02
## LCK                                             -8.162007e-03
## CD48                                            -8.109073e-04
## KLRK1                                           -2.031615e-03
## IL2RB                                           -4.639456e-05
## CD3E                                             6.633036e-03
## NKG7                                             2.747208e-03
## PIK3IP1                                         -1.318782e+00
## FCER1G                                          -6.094473e-04
## RUNX3                                           -4.462943e-03
## CCND2                                           -1.711118e-03
## BIN2                                            -1.479366e-01
## CD335.NCR1.AHS0068.pAbO                         -6.414288e-04
## PTPRC                                           -1.402637e-02
## KLRB1                                           -9.544873e-02
## BAX                                             -5.992082e-02
## CTSW                                             1.821585e-04
## TXK                                             -2.756979e-01
## DOCK8                                           -6.349402e-02
## CD37                                            -6.118002e-02
## TRBC2                                            1.482329e-03
## LAMP1                                           -1.514746e-02
## ARL4C                                           -2.801577e-01
## PRF1                                            -3.454155e-04
## CXCR4                                           -4.795239e-01
## CD63                                             3.398145e-04
## HLA.A                                           -6.406853e-17
## HLA.C                                           -6.406853e-17
## SELPLG                                          -2.247283e-01
##                                           min.logFC.detected
## CSF2                                            2.218579e-01
## CCL4                                           -4.119604e-04
## EGR3                                            6.088087e-01
## XCL1                                            5.608654e-01
## CCL3                                           -7.831248e-03
## DUSP2                                           2.019191e-02
## IER3                                            5.374895e-01
## ICAM1                                           2.060818e-01
## TNF                                             6.900869e-02
## IFNG                                            4.038664e-01
## BCL2A1                                          4.462586e-01
## MYC                                             2.839526e-01
## CCL1                                            4.266133e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                 1.144542e-03
## GZMB                                           -3.203427e-16
## IRF8                                            2.667092e-02
## NAMPT                                           4.658489e-01
## CD4.SK3.CD4.AHS0032.pAbO                        1.575937e-01
## BIRC3                                           1.269418e-01
## CD18.ITGB2.AHS0091.pAbO                        -3.203427e-16
## TBX21                                           6.527364e-02
## CD2.CD2.AHS0029.pAbO                           -3.203427e-16
## EGR1                                            2.511775e-01
## SEMA7A                                          4.104414e-01
## LTA                                             2.479134e-01
## CD69.CD69.AHS0010.pAbO                         -3.203427e-16
## FOSB                                            6.396174e-01
## FN1                                             4.594530e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO                   4.564717e-02
## IRF4                                            6.434667e-01
## CD70                                           -5.421674e-02
## FASLG                                           2.255628e-01
## ZBED2                                           1.308893e+00
## CD26.DPP4.AHS0109.pAbO                         -3.203427e-16
## CD38.HIT2.CD38.AHS0022.pAbO                     1.039780e-03
## IL2RA                                           8.971341e-03
## LIF                                            -1.400987e-01
## CD226.CD226.AHS0079.pAbO                        3.860157e-03
## CD69                                            2.537566e-02
## TNFRSF8                                        -4.009064e-01
## Tim3.HAVCR2.AHS0016.pAbO                       -3.203427e-16
## TNFSF14                                         1.419224e-01
## IL13                                            1.276191e+00
## LAIR2                                           2.674212e-01
## JUNB                                            5.935327e-01
## FOSL1                                           1.073001e+00
## ITK                                             1.074518e-01
## BACH2                                           6.616870e-01
## TNFRSF1B                                        1.958217e-02
## STAT5A                                          1.404437e-01
## CD80                                            6.498859e-01
## CD39.ENTPD1.AHS0006.pAbO                       -3.085127e-03
## CD7.CD7.AHS0043.pAbO                           -3.203427e-16
## CD152.CTLA4.AHS0017.pAbO                       -4.121397e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO             -3.707500e-03
## JUN                                             2.347995e-01
## IL12RB2                                        -1.422617e-01
## YBX3                                           -3.646843e-02
## IL1RN                                           3.514912e-01
## HLA.DRA                                        -2.162869e-01
## HLA.DRB3                                       -2.110049e-01
## IL3RA                                           2.157110e-01
## DUSP4                                          -4.748693e-02
## IL3                                             6.591147e-01
## KLRC3                                           1.218870e-01
## FTH1                                           -2.106249e-02
## IgM.IGHM.AHS0198.pAbO                           1.464029e-02
## PYCR1                                          -7.431082e-01
## CD25.2A3.IL2RA.AHS0026.pAbO                    -4.974656e-02
## CLEC2D                                         -3.723569e-02
## TK1                                            -9.815138e-01
## CD72                                            1.336042e-01
## UBE2C                                          -1.204877e+00
## CD274                                           1.631832e-01
## TIGIT                                          -2.869671e-01
## TNFRSF9                                         6.701548e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO                   4.360062e-02
## CD9                                            -5.142667e-01
## HLA.DPB1                                       -2.157013e-01
## IL15RA                                         -1.264102e-01
## TYMS                                           -4.264665e-01
## GATA3                                           1.501121e-01
## CTLA4                                           2.170223e-01
## CD314.KLRK1.AHS0065.pAbO                       -8.243972e-04
## CD3D                                           -2.551595e-02
## LAMP3                                           1.365345e-01
## KIAA0101                                       -8.430370e-01
## AIM2                                            1.137957e-01
## CCNB1                                          -1.174221e+00
## IL1B                                            1.039239e+00
## IER5                                           -1.186217e-01
## POU2AF1                                         2.310579e+00
## CD27.L128.CD27.AHS0249.pAbO                    -1.970486e-02
## CD40LG                                         -1.354732e+00
## AURKB                                          -1.108453e+00
## CXCL16                                         -1.785543e-01
## FOXP1                                          -2.202977e-01
## TCF7                                           -2.530662e-01
## IL4                                             1.011496e+00
## CD40.CD40.AHS0117.pAbO                          1.945015e-02
## B3GAT1                                          1.371923e-01
## CXCL8                                           3.252219e-01
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO      -7.212931e-04
## TNFRSF4                                        -3.753933e-01
## MCM4                                           -5.401443e-01
## IL1RL1                                         -7.426768e-01
## IL6                                            -4.797825e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                     -3.180741e-02
## SLAMF1                                         -7.907157e-02
## CD86                                           -1.201496e+00
## CD200                                           1.453273e+00
## LILRB4                                         -3.059277e-01
## LAG3                                           -9.989801e-01
## IL6R                                            3.810460e-01
## TGFBI                                          -4.822846e-02
## QPCT                                           -5.903080e-01
## IL2                                             1.036026e+00
## HAVCR2                                         -2.220861e-04
## CD79A                                           8.896977e-02
## MGST1                                          -1.375069e+00
## SLC25A37                                       -8.355727e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO             4.577011e-03
## CD215.IL15RA.AHS0212.pAbO                      -1.234487e-03
## ADGRE1                                         -4.925134e-01
## CD3G                                           -5.707108e-03
## SLC7A7                                          2.070832e-01
## CLEC4D                                          6.181044e-01
## IL12A                                           1.710848e-01
## CCL22                                           6.181044e-01
## IL1R2                                           4.866041e-01
## S100A9                                         -1.501723e-01
## IL5                                            -4.115063e-01
## BCL6                                           -1.320748e-01
## VMO1                                           -6.290675e-02
## CD127.IL7R.AHS0028.pAbO                        -7.487295e-03
## CCL2                                           -3.322719e-01
## EPX                                             1.810571e-01
## IL22                                            1.810571e-01
## LRRC32                                          1.810571e-01
## CXCL3                                           1.810571e-01
## SPP1                                            1.810571e-01
## CLEC4E                                         -3.864750e-01
## PI3                                            -3.864750e-01
## CD24                                           -4.452124e-01
## KCNE3                                          -5.184058e-01
## CD28                                           -6.914339e-01
## GZMM                                           -9.451356e-01
## ALAS2                                           0.000000e+00
## APOE                                            0.000000e+00
## AQP9                                            0.000000e+00
## AZU1                                            0.000000e+00
## BLK                                             0.000000e+00
## BLNK                                            0.000000e+00
## BPI                                             0.000000e+00
## C1QA                                            0.000000e+00
## C1QB                                            0.000000e+00
## CCL13                                           0.000000e+00
## CCL17                                           0.000000e+00
## CCL19                                           0.000000e+00
## CCR9                                            0.000000e+00
## CD1B                                            0.000000e+00
## CD209                                           0.000000e+00
## CD22                                            0.000000e+00
## CD34                                            0.000000e+00
## CEACAM8                                         0.000000e+00
## CHI3L1                                          0.000000e+00
## CLC                                             0.000000e+00
## CLEC10A                                         0.000000e+00
## CPA3                                            0.000000e+00
## CXCL11                                          0.000000e+00
## CXCL13                                          0.000000e+00
## CXCL9                                           0.000000e+00
## DEFA3                                           0.000000e+00
## DEFA4                                           0.000000e+00
## EBF1                                            0.000000e+00
## ELANE                                           0.000000e+00
## F13A1                                           0.000000e+00
## FCER1A                                          0.000000e+00
## FCER2                                           0.000000e+00
## FCN1                                            0.000000e+00
## GHR                                             0.000000e+00
## IGHD_membrane                                   0.000000e+00
## IGHE_secreted                                   0.000000e+00
## IGHG1_membrane                                  0.000000e+00
## IGHG2_secreted                                  0.000000e+00
## IGHG4_secreted                                  0.000000e+00
## IGLC3                                           0.000000e+00
## IL17A                                           0.000000e+00
## IL17F                                           0.000000e+00
## IL21                                            0.000000e+00
## IL25                                            0.000000e+00
## IL31                                            0.000000e+00
## IL33                                            0.000000e+00
## IL9                                             0.000000e+00
## MME                                             0.000000e+00
## MMP12                                           0.000000e+00
## S100A12                                         0.000000e+00
## TCL1A                                           0.000000e+00
## TLR8                                            0.000000e+00
## TNFRSF17                                        0.000000e+00
## VPREB3                                          0.000000e+00
## AOC3                                           -6.863664e-01
## CMKLR1                                         -1.046921e+00
## ARG1                                           -8.537526e-01
## CD36                                           -8.537526e-01
## CNTNAP3                                        -8.537526e-01
## FLT3                                           -8.537526e-01
## IGHG1_secreted                                 -8.537526e-01
## IGHG3_secreted                                 -8.537526e-01
## RNASE2                                         -8.537526e-01
## CXCL2                                          -1.000000e+00
## MS4A1                                          -1.149553e+00
## TREM1                                          -8.463491e-01
## CCR4                                           -8.537526e-01
## IFNA1                                          -8.537526e-01
## CD5                                            -1.294931e+00
## CD163                                          -1.149553e+00
## CD4                                            -1.046973e+00
## BTLA                                           -1.774666e+00
## CTSG                                           -1.626030e+00
## CD40                                           -1.276396e+00
## MMP9                                           -1.774666e+00
## F5                                             -8.189429e-01
## CR2                                            -1.584963e+00
## CD1C                                           -1.774666e+00
## CXCL10                                         -1.103368e+00
## CXCR2                                          -1.106471e+00
## IGHM_membrane                                  -1.181414e+00
## MITF                                           -1.000000e+00
## JCHAIN                                         -1.000000e+00
## CD1A                                           -1.449738e+00
## IGHM_secreted                                  -2.546752e+00
## THBD                                           -1.499617e+00
## TLR2                                           -1.261387e+00
## TPSAB1                                         -1.631884e+00
## VSIG4                                          -1.403905e+00
## FAM129C                                        -1.584963e+00
## CXCL1                                          -1.584963e+00
## ZAP70                                          -3.463166e-01
## CD8.SK1.CD8A.AHS0228.pAbO                      -1.382181e-02
## PDCD1                                          -1.951684e+00
## TNFRSF13C                                      -1.832734e+00
## TNFRSF18                                       -1.286589e+00
## TOP2A                                          -9.809174e-01
## PAX5                                           -1.186483e+00
## CCR10                                          -3.000000e+00
## LY86                                           -7.489230e-01
## CD8B                                           -1.325668e+00
## CD27                                           -1.858024e+00
## NT5E                                           -2.234686e+00
## CXCR1                                          -2.656260e+00
## FOXP3                                          -1.152397e+00
## CD22.CD22.AHS0195.pAbO                         -6.196689e-03
## PECAM1                                         -6.371115e-01
## CSF3                                           -2.626298e+00
## CMTM2                                          -8.355956e-01
## CCR7                                           -1.919523e+00
## TGFB3                                          -1.573596e+00
## TLR7                                           -2.720818e+00
## MKI67                                          -1.615158e+00
## CHI3L2                                         -8.344647e-01
## CXCR5                                          -1.996471e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO               -3.203427e-16
## TLR9                                           -2.120493e+00
## CD14                                           -1.516852e+00
## CD103.ITGAE.AHS0001.pAbO                       -9.472990e-02
## CD95.FAS.AHS0023.pAbO                          -3.203427e-16
## IGKC                                           -1.896730e+00
## CCR3                                           -2.314402e+00
## CCL20                                          -3.431312e+00
## CD3.SK7.CD3E.AHS0033.pAbO                       2.515229e-02
## LTB                                            -7.125304e-01
## TCF4                                           -1.738473e+00
## STAT6                                          -2.102733e-01
## CX3CR1                                         -7.518481e-01
## CD6                                            -1.443741e+00
## RNASE6                                         -1.099577e+00
## RGS1                                           -3.475602e-01
## NRP1                                           -1.269675e+00
## PMCH                                           -1.455092e+00
## HLA.DQA1                                       -4.270174e-01
## SELL                                           -9.362847e-01
## IL15                                           -3.509846e-01
## HLA.DPA1                                       -6.733633e-02
## FUT4                                           -6.048530e-01
## HMMR                                           -1.674742e+00
## KLRC4                                          -4.307817e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                  -2.454011e-02
## PTGDR2                                         -2.892350e+00
## S1PR1                                          -7.979246e-01
## IGHA1_secreted                                 -2.584386e+00
## SNCA                                           -1.068780e+00
## MZB1                                           -1.833212e-01
## TNFRSF25                                       -4.815975e+00
## ICOS                                           -2.502537e-01
## MCM2                                           -4.803669e-01
## TNFSF13B                                       -9.297587e-01
## THBS1                                          -1.661270e+00
## CD1D.CD1D.AHS0219.pAbO                         -6.874624e-03
## RORC                                           -2.711205e+00
## BCL11B                                         -5.697054e-01
## CD160                                          -2.041776e+00
## TNFSF13                                        -6.531926e-01
## CD34.581.CD34.AHS0061.pAbO                     -1.645698e-02
## IL9R                                           -1.706601e+00
## PTTG2                                          -1.111177e+00
## PASK                                           -9.176723e-01
## KDELR1                                         -8.319851e-01
## IKZF2                                          -1.470769e+00
## KLRG1                                          -2.298608e+00
## CD79B                                          -1.946277e+00
## VEGFA                                          -4.038435e-01
## IL7R                                           -2.372025e+00
## TSPAN32                                        -6.678994e-01
## EOMES                                          -8.275594e-01
## ZNF683                                         -1.854060e+00
## CCR8                                           -3.089770e+00
## CD94.KLRD1.AHS0085.pAbO                        -3.690482e-04
## NCAM1                                          -6.149710e-01
## CCR7.CCR7.AHS0273.pAbO                          8.366152e-03
## FAS                                            -2.099314e-01
## ITGAX                                          -8.312402e-02
## CD38                                           -1.046046e+00
## RORA                                           -1.063525e+00
## TNFSF8                                         -1.706440e+00
## CX3CR1.CX3CR1.AHS0125.pAbO                     -1.859889e-02
## TMEM97                                         -6.368778e-01
## FBXO22                                         -6.186936e-01
## CD45RO.PTPRC.AHS0036.pAbO                      -5.462248e-03
## GIMAP7                                         -2.296956e+00
## FOXO1                                          -1.290735e+00
## IgG.IGHG1_2_3_4.AHS0059.pAbO                   -4.119604e-04
## CD44                                           -2.308749e-02
## FOXO3                                          -5.802577e-01
## KIR2DL1                                        -1.173859e-01
## LEF1                                           -6.192685e-01
## OAS1                                           -9.770012e-01
## HLA.DMA                                        -1.746257e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                -2.954392e-02
## TRAT1                                          -1.385266e+00
## CD8A                                           -3.950919e-01
## PSEN1                                          -3.491346e-01
## HLA.DMB                                        -3.207150e-01
## GAB2                                           -4.296965e-01
## C10orf54                                       -4.466207e-02
## TARP_refseq                                    -5.722217e-02
## CD81.CD81.AHS0021.pAbO                         -3.203427e-16
## IL18                                           -1.242641e+00
## FAM65B                                         -9.408953e-01
## HLA.DQB1                                       -7.597190e-01
## CBLB                                           -2.375201e-02
## LGALS9                                         -9.524693e-01
## CNOT2                                           2.731095e-02
## PRDM1                                          -2.579452e-02
## CD33                                           -1.522498e+00
## ZBTB16                                         -4.896103e-01
## CCR2                                           -1.910725e+00
## IL12RB1                                        -5.009323e-01
## CXCR6                                          -4.545291e-01
## HMGB2                                          -6.595568e-01
## ANXA5                                          -4.722830e-02
## IL18RAP                                        -1.656216e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                -4.306376e-02
## TGFB1                                          -1.737602e-01
## DUSP1                                          -8.975554e-01
## LGALS3                                         -1.372525e+00
## CXCL5                                          -1.924266e-01
## GZMH                                           -4.992413e-01
## KLRC1                                          -1.100611e-02
## PCNA                                           -2.995067e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                  -1.403552e-02
## ITGAE                                          -5.535880e-01
## CD74                                           -2.060979e-03
## IL18R1                                         -2.329858e-01
## CD300A                                         -1.607527e-01
## GNLY                                           -3.203427e-16
## STAT1                                          -5.167345e-01
## CTSD                                           -1.899085e-01
## CD247                                          -8.626268e-02
## VNN2                                           -5.246192e-01
## PDIA4                                          -2.688834e-01
## ITGA4                                          -5.293197e-01
## CD102.ICAM2.AHS0155.pAbO                       -1.366217e-02
## DPP4                                           -4.827395e-01
## CD33.WM53.CD33.AHS0044.pAbO                    -1.220794e-01
## FYN                                            -7.666464e-03
## NINJ2                                          -2.908023e-01
## TRAC                                           -6.329744e-01
## STAT3                                          -2.226386e-01
## IGBP1                                          -1.813410e-01
## ADA                                            -2.084503e-01
## IFITM3                                         -1.916376e-01
## ITGAM                                          -1.118535e-01
## ADGRG3                                         -7.325062e-01
## XBP1                                           -2.824761e-02
## TIAF1                                          -5.309693e-01
## CCR1                                           -1.051125e+00
## GZMA                                           -3.203427e-16
## ENTPD1                                         -4.134859e-01
## PIK3AP1                                        -9.198057e-02
## IFNGR1                                         -2.463089e-01
## ATF6B                                          -2.906964e-01
## FYB                                            -7.172595e-01
## CD7                                            -2.349206e-01
## ITGB2                                          -3.505274e-02
## GLG1                                           -7.703074e-01
## KLRF1                                          -2.501096e-01
## PDIA6                                          -4.666079e-02
## SPOCK2                                         -1.458138e+00
## TRDC                                           -5.354427e-02
## TRIB2                                          -6.720038e-01
## FCGR3A                                         -2.372338e-01
## LIPA                                           -4.278031e-01
## GAPDH                                          -3.203427e-16
## LAP3                                           -1.056306e-01
## KIT                                            -1.275114e+00
## CST7                                           -4.272081e-03
## CD2                                            -3.505942e-02
## STAT4                                          -7.309817e-02
## CCR5                                           -6.985051e-01
## CCL5                                           -1.733512e-02
## BTG1                                           -1.976575e-03
## LYN                                            -1.276902e-01
## APOBEC3G                                       -2.870996e-03
## CD52                                           -3.203427e-16
## LGALS1                                         -4.121397e-04
## CCR6                                           -1.404536e+00
## LAT                                            -4.479883e-01
## IFITM2                                         -6.244275e-02
## GZMK                                           -2.008229e-01
## CXCR3                                          -7.682745e-02
## BCL2                                           -3.978107e-01
## TNFSF10                                        -2.703526e-03
## CD244                                          -2.691750e-01
## GNAI2                                          -1.654003e-01
## RPN2                                           -3.755032e-02
## GIMAP5                                         -1.069274e+00
## IL32                                           -4.343424e-03
## IKZF1                                          -3.748904e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO          -3.659059e-02
## S100A10                                        -1.274790e-02
## VPS28                                          -1.786015e-01
## ITGAL                                          -1.784536e-01
## NCR3                                           -8.649100e-02
## GIMAP2                                         -9.967502e-01
## CASP5                                          -1.605971e-01
## IL4R                                           -2.626659e-02
## LAT2                                           -2.145781e-01
## IL23R                                          -2.559476e-01
## CASP3                                          -2.039345e-01
## LCK                                            -4.527044e-02
## CD48                                           -5.998139e-03
## KLRK1                                          -5.159817e-02
## IL2RB                                          -4.121397e-04
## CD3E                                           -1.814484e-02
## NKG7                                           -4.121397e-04
## PIK3IP1                                        -2.003909e+00
## FCER1G                                         -4.531626e-03
## RUNX3                                          -1.324017e-02
## CCND2                                          -8.663675e-03
## BIN2                                           -1.946772e-01
## CD335.NCR1.AHS0068.pAbO                        -2.389528e-03
## PTPRC                                          -2.775302e-02
## KLRB1                                          -1.835728e-01
## BAX                                            -1.165645e-01
## CTSW                                           -3.203427e-16
## TXK                                            -3.804283e-01
## DOCK8                                          -9.243616e-02
## CD37                                           -9.518297e-02
## TRBC2                                          -1.646218e-03
## LAMP1                                          -2.880917e-02
## ARL4C                                          -3.363761e-01
## PRF1                                           -4.121397e-04
## CXCR4                                          -7.688837e-01
## CD63                                           -3.203427e-16
## HLA.A                                          -3.203427e-16
## HLA.C                                          -3.203427e-16
## SELPLG                                         -2.541391e-01
##                                           median.logFC.detected
## CSF2                                               3.214116e-01
## CCL4                                               5.921711e-03
## EGR3                                               1.520237e+00
## XCL1                                               1.012537e+00
## CCL3                                               4.430085e-02
## DUSP2                                              5.412604e-01
## IER3                                               7.404461e-01
## ICAM1                                              3.308766e-01
## TNF                                                8.718722e-02
## IFNG                                               6.658726e-01
## BCL2A1                                             1.186182e+00
## MYC                                                3.968725e-01
## CCL1                                               7.728392e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                    4.389020e-02
## GZMB                                               6.654131e-04
## IRF8                                               3.724090e-02
## NAMPT                                              6.863639e-01
## CD4.SK3.CD4.AHS0032.pAbO                           7.449675e-01
## BIRC3                                              2.816428e-01
## CD18.ITGB2.AHS0091.pAbO                            1.601713e-16
## TBX21                                              2.379004e-01
## CD2.CD2.AHS0029.pAbO                               1.601713e-16
## EGR1                                               8.716931e-01
## SEMA7A                                             1.242031e+00
## LTA                                                8.224186e-01
## CD69.CD69.AHS0010.pAbO                             0.000000e+00
## FOSB                                               1.443853e+00
## FN1                                                1.111255e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                      1.756141e-01
## IRF4                                               6.803798e-01
## CD70                                               4.086703e-01
## FASLG                                              7.762870e-01
## ZBED2                                              1.839045e+00
## CD26.DPP4.AHS0109.pAbO                             0.000000e+00
## CD38.HIT2.CD38.AHS0022.pAbO                        1.997161e-03
## IL2RA                                              2.453391e-01
## LIF                                                4.394482e-01
## CD226.CD226.AHS0079.pAbO                           2.597770e-02
## CD69                                               1.792921e-01
## TNFRSF8                                            1.346435e+00
## Tim3.HAVCR2.AHS0016.pAbO                           1.601713e-16
## TNFSF14                                            2.940929e-01
## IL13                                               1.373224e+00
## LAIR2                                              7.840235e-01
## JUNB                                               9.096841e-01
## FOSL1                                              1.907804e+00
## ITK                                                1.950121e-01
## BACH2                                              8.441696e-01
## TNFRSF1B                                           2.390647e-01
## STAT5A                                             3.073095e-01
## CD80                                               7.378908e-01
## CD39.ENTPD1.AHS0006.pAbO                           2.039764e-04
## CD7.CD7.AHS0043.pAbO                               0.000000e+00
## CD152.CTLA4.AHS0017.pAbO                          -4.113783e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                 5.268719e-03
## JUN                                                5.518896e-01
## IL12RB2                                            4.176778e-01
## YBX3                                               5.277768e-01
## IL1RN                                              1.538242e+00
## HLA.DRA                                            6.407358e-01
## HLA.DRB3                                           7.392017e-01
## IL3RA                                              5.933509e-01
## DUSP4                                              2.794983e-01
## IL3                                                1.679129e+00
## KLRC3                                              3.689870e-01
## FTH1                                               5.978250e-01
## IgM.IGHM.AHS0198.pAbO                              6.563390e-02
## PYCR1                                              6.432538e-01
## CD25.2A3.IL2RA.AHS0026.pAbO                        6.049082e-02
## CLEC2D                                             5.164204e-01
## TK1                                                1.065144e+00
## CD72                                               1.377833e+00
## UBE2C                                              1.250545e+00
## CD274                                              1.332150e+00
## TIGIT                                              1.509180e-01
## TNFRSF9                                            2.686225e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO                      1.197753e-01
## CD9                                                3.161862e-01
## HLA.DPB1                                           5.570915e-01
## IL15RA                                             2.928031e-01
## TYMS                                               3.823549e-01
## GATA3                                              7.940715e-01
## CTLA4                                              1.429172e+00
## CD314.KLRK1.AHS0065.pAbO                          -3.690482e-04
## CD3D                                               5.080596e-01
## LAMP3                                              1.682813e+00
## KIAA0101                                           7.431827e-01
## AIM2                                               8.699988e-01
## CCNB1                                              1.025406e+00
## IL1B                                               2.599946e+00
## IER5                                               5.952945e-01
## POU2AF1                                            2.666432e+00
## CD27.L128.CD27.AHS0249.pAbO                        1.007636e-01
## CD40LG                                             7.428837e-01
## AURKB                                              1.027535e+00
## CXCL16                                             3.516987e-01
## FOXP1                                              2.945785e-01
## TCF7                                               9.795323e-01
## IL4                                                2.246104e+00
## CD40.CD40.AHS0117.pAbO                             9.906084e-02
## B3GAT1                                             7.096898e-01
## CXCL8                                              1.241828e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO          1.756075e-02
## TNFRSF4                                            3.975319e-01
## MCM4                                               5.476500e-01
## IL1RL1                                             3.172338e-01
## IL6                                                3.850064e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                         1.031187e-01
## SLAMF1                                             4.349011e-01
## CD86                                               2.786186e-01
## CD200                                              2.620988e+00
## LILRB4                                             1.278018e+00
## LAG3                                              -4.676589e-02
## IL6R                                               2.846687e+00
## TGFBI                                              3.400269e-01
## QPCT                                               1.975704e-01
## IL2                                                1.411037e+00
## HAVCR2                                             2.034204e-02
## CD79A                                              4.027318e-01
## MGST1                                              1.463295e+00
## SLC25A37                                           4.544767e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                1.185996e-01
## CD215.IL15RA.AHS0212.pAbO                          1.041324e-03
## ADGRE1                                             8.637573e-01
## CD3G                                               6.862579e-01
## SLC7A7                                             7.259972e-01
## CLEC4D                                             1.370244e+00
## IL12A                                              8.498277e-01
## CCL22                                              1.208071e+00
## IL1R2                                              1.893529e+00
## S100A9                                             5.884645e-01
## IL5                                                8.223111e-01
## BCL6                                              -5.782065e-02
## VMO1                                               5.859726e-02
## CD127.IL7R.AHS0028.pAbO                            1.022137e-02
## CCL2                                               4.866041e-01
## EPX                                                9.298992e-01
## IL22                                               9.298992e-01
## LRRC32                                             9.298992e-01
## CXCL3                                              4.815942e-01
## SPP1                                               4.815942e-01
## CLEC4E                                             4.815942e-01
## PI3                                                3.136336e-01
## CD24                                               1.754099e-02
## KCNE3                                              9.298992e-01
## CD28                                               4.866041e-01
## GZMM                                               1.301778e-01
## ALAS2                                              0.000000e+00
## APOE                                               0.000000e+00
## AQP9                                               0.000000e+00
## AZU1                                               0.000000e+00
## BLK                                                0.000000e+00
## BLNK                                               0.000000e+00
## BPI                                                0.000000e+00
## C1QA                                               0.000000e+00
## C1QB                                               0.000000e+00
## CCL13                                              0.000000e+00
## CCL17                                              0.000000e+00
## CCL19                                              0.000000e+00
## CCR9                                               0.000000e+00
## CD1B                                               0.000000e+00
## CD209                                              0.000000e+00
## CD22                                               0.000000e+00
## CD34                                               0.000000e+00
## CEACAM8                                            0.000000e+00
## CHI3L1                                             0.000000e+00
## CLC                                                0.000000e+00
## CLEC10A                                            0.000000e+00
## CPA3                                               0.000000e+00
## CXCL11                                             0.000000e+00
## CXCL13                                             0.000000e+00
## CXCL9                                              0.000000e+00
## DEFA3                                              0.000000e+00
## DEFA4                                              0.000000e+00
## EBF1                                               0.000000e+00
## ELANE                                              0.000000e+00
## F13A1                                              0.000000e+00
## FCER1A                                             0.000000e+00
## FCER2                                              0.000000e+00
## FCN1                                               0.000000e+00
## GHR                                                0.000000e+00
## IGHD_membrane                                      0.000000e+00
## IGHE_secreted                                      0.000000e+00
## IGHG1_membrane                                     0.000000e+00
## IGHG2_secreted                                     0.000000e+00
## IGHG4_secreted                                     0.000000e+00
## IGLC3                                              0.000000e+00
## IL17A                                              0.000000e+00
## IL17F                                              0.000000e+00
## IL21                                               0.000000e+00
## IL25                                               0.000000e+00
## IL31                                               0.000000e+00
## IL33                                               0.000000e+00
## IL9                                                0.000000e+00
## MME                                                0.000000e+00
## MMP12                                              0.000000e+00
## S100A12                                            0.000000e+00
## TCL1A                                              0.000000e+00
## TLR8                                               0.000000e+00
## TNFRSF17                                           0.000000e+00
## VPREB3                                             0.000000e+00
## AOC3                                               0.000000e+00
## CMKLR1                                             6.677281e-01
## ARG1                                               0.000000e+00
## CD36                                               0.000000e+00
## CNTNAP3                                            0.000000e+00
## FLT3                                               0.000000e+00
## IGHG1_secreted                                     0.000000e+00
## IGHG3_secreted                                     0.000000e+00
## RNASE2                                             0.000000e+00
## CXCL2                                              0.000000e+00
## MS4A1                                              0.000000e+00
## TREM1                                              3.066754e-02
## CCR4                                               0.000000e+00
## IFNA1                                              0.000000e+00
## CD5                                               -5.497086e-02
## CD163                                              0.000000e+00
## CD4                                               -4.283995e-01
## BTLA                                               0.000000e+00
## CTSG                                               1.139750e+00
## CD40                                              -1.654163e-02
## MMP9                                               0.000000e+00
## F5                                                 4.815942e-01
## CR2                                                0.000000e+00
## CD1C                                               0.000000e+00
## CXCL10                                             1.462474e-01
## CXCR2                                             -5.467521e-01
## IGHM_membrane                                     -4.547847e-01
## MITF                                               0.000000e+00
## JCHAIN                                             0.000000e+00
## CD1A                                               1.220640e+00
## IGHM_secreted                                     -1.000000e+00
## THBD                                               0.000000e+00
## TLR2                                               3.066754e-02
## TPSAB1                                             1.218891e+00
## VSIG4                                             -1.495526e-01
## FAM129C                                           -1.000000e+00
## CXCL1                                              0.000000e+00
## ZAP70                                             -5.888473e-03
## CD8.SK1.CD8A.AHS0228.pAbO                          1.543541e-02
## PDCD1                                             -5.992836e-01
## TNFRSF13C                                         -1.579694e-01
## TNFRSF18                                           3.447059e-01
## TOP2A                                              6.739187e-01
## PAX5                                              -5.233698e-02
## CCR10                                             -1.149553e+00
## LY86                                              -4.781383e-01
## CD8B                                              -7.009396e-01
## CD27                                               3.586843e-01
## NT5E                                               1.127160e+00
## CXCR1                                             -1.806911e+00
## FOXP3                                             -9.541510e-02
## CD22.CD22.AHS0195.pAbO                             1.482206e-02
## PECAM1                                             1.241814e-01
## CSF3                                              -3.864750e-01
## CMTM2                                              5.500433e-03
## CCR7                                              -3.853526e-01
## TGFB3                                             -9.253195e-01
## TLR7                                               1.085346e+00
## MKI67                                              1.539229e+00
## CHI3L2                                            -1.891163e-01
## CXCR5                                              3.983153e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                   0.000000e+00
## TLR9                                              -7.100086e-01
## CD14                                              -2.678454e-01
## CD103.ITGAE.AHS0001.pAbO                          -2.042548e-02
## CD95.FAS.AHS0023.pAbO                              0.000000e+00
## IGKC                                               5.817276e-01
## CCR3                                              -1.391049e+00
## CCL20                                             -8.327343e-01
## CD3.SK7.CD3E.AHS0033.pAbO                          4.812860e-02
## LTB                                               -5.774030e-02
## TCF4                                               1.743039e-01
## STAT6                                              9.422471e-02
## CX3CR1                                            -4.090403e-01
## CD6                                                1.923426e-02
## RNASE6                                            -3.734657e-01
## RGS1                                               1.287842e-01
## NRP1                                              -3.482399e-01
## PMCH                                              -1.903863e-01
## HLA.DQA1                                           1.212595e-02
## SELL                                              -6.334661e-01
## IL15                                              -6.258843e-02
## HLA.DPA1                                           3.367673e-01
## FUT4                                              -6.224594e-02
## HMMR                                               1.303047e+00
## KLRC4                                             -3.521083e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                      3.077443e-02
## PTGDR2                                             1.148245e+00
## S1PR1                                             -2.328200e-01
## IGHA1_secreted                                    -1.805037e+00
## SNCA                                              -7.642362e-01
## MZB1                                               1.690939e-01
## TNFRSF25                                          -9.932707e-01
## ICOS                                               2.526132e-01
## MCM2                                               3.526705e-01
## TNFSF13B                                          -4.894327e-01
## THBS1                                             -5.004839e-01
## CD1D.CD1D.AHS0219.pAbO                             1.242874e-02
## RORC                                               1.037060e+00
## BCL11B                                            -2.877085e-01
## CD160                                             -7.783607e-01
## TNFSF13                                           -2.255621e-01
## CD34.581.CD34.AHS0061.pAbO                        -6.335590e-03
## IL9R                                              -4.552085e-01
## PTTG2                                              4.459232e-01
## PASK                                               2.592600e-01
## KDELR1                                            -2.549224e-01
## IKZF2                                             -4.242286e-01
## KLRG1                                             -1.564829e+00
## CD79B                                             -9.217384e-01
## VEGFA                                              3.627717e-02
## IL7R                                              -1.475453e+00
## TSPAN32                                           -1.986188e-01
## EOMES                                             -4.424774e-01
## ZNF683                                            -1.489689e-01
## CCR8                                              -6.495134e-01
## CD94.KLRD1.AHS0085.pAbO                            2.157417e-04
## NCAM1                                             -8.415126e-02
## CCR7.CCR7.AHS0273.pAbO                             2.849574e-02
## FAS                                                3.161184e-01
## ITGAX                                              1.536849e-01
## CD38                                               2.885427e-01
## RORA                                              -7.251076e-01
## TNFSF8                                            -5.779543e-01
## CX3CR1.CX3CR1.AHS0125.pAbO                         8.904632e-03
## TMEM97                                             2.607828e-01
## FBXO22                                            -1.332580e-01
## CD45RO.PTPRC.AHS0036.pAbO                          4.541371e-03
## GIMAP7                                            -2.083804e+00
## FOXO1                                             -4.295223e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                       1.585021e-03
## CD44                                               9.976977e-02
## FOXO3                                             -4.634758e-01
## KIR2DL1                                            1.682257e-02
## LEF1                                               4.182014e-02
## OAS1                                              -3.732592e-01
## HLA.DMA                                            2.746607e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                   -3.027196e-03
## TRAT1                                             -4.340771e-01
## CD8A                                               5.575875e-02
## PSEN1                                             -1.252363e-01
## HLA.DMB                                           -8.691408e-02
## GAB2                                              -5.081819e-02
## C10orf54                                           1.090801e-01
## TARP_refseq                                        5.954258e-02
## CD81.CD81.AHS0021.pAbO                             0.000000e+00
## IL18                                              -6.034750e-01
## FAM65B                                            -7.770484e-01
## HLA.DQB1                                          -3.854375e-01
## CBLB                                              -1.099046e-02
## LGALS9                                            -1.741953e-01
## CNOT2                                              1.309571e-01
## PRDM1                                              1.088927e-01
## CD33                                              -2.950600e-01
## ZBTB16                                            -1.657414e-01
## CCR2                                              -1.363519e+00
## IL12RB1                                           -2.309865e-01
## CXCR6                                             -2.712949e-01
## HMGB2                                              1.513170e-01
## ANXA5                                              8.204280e-02
## IL18RAP                                            7.247448e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO                   -4.041291e-03
## TGFB1                                             -8.777564e-02
## DUSP1                                             -3.424917e-01
## LGALS3                                             1.012705e-01
## CXCL5                                             -6.769350e-02
## GZMH                                              -3.648027e-01
## KLRC1                                              2.489496e-02
## PCNA                                              -2.029656e-02
## CD161.DX12.KLRB1.AHS0002.pAbO                     -7.171143e-03
## ITGAE                                              9.576420e-02
## CD74                                               3.411584e-03
## IL18R1                                            -5.741020e-02
## CD300A                                             1.012222e-01
## GNLY                                               0.000000e+00
## STAT1                                             -3.112666e-01
## CTSD                                              -3.061304e-02
## CD247                                             -4.684844e-02
## VNN2                                              -2.199256e-01
## PDIA4                                             -3.928993e-02
## ITGA4                                             -4.214176e-01
## CD102.ICAM2.AHS0155.pAbO                          -9.769608e-03
## DPP4                                               6.909094e-02
## CD33.WM53.CD33.AHS0044.pAbO                       -5.216395e-02
## FYN                                                9.535714e-03
## NINJ2                                             -7.876185e-02
## TRAC                                              -3.045941e-01
## STAT3                                             -9.669587e-04
## IGBP1                                             -2.682301e-02
## ADA                                                9.178190e-02
## IFITM3                                            -5.732649e-02
## ITGAM                                              8.536973e-02
## ADGRG3                                            -4.800082e-01
## XBP1                                               2.325855e-02
## TIAF1                                             -2.587861e-01
## CCR1                                              -2.172014e-01
## GZMA                                               1.601713e-16
## ENTPD1                                             1.024123e-01
## PIK3AP1                                           -3.850916e-02
## IFNGR1                                            -8.428647e-02
## ATF6B                                             -1.355963e-01
## FYB                                               -2.652811e-01
## CD7                                               -3.641376e-02
## ITGB2                                             -1.367539e-02
## GLG1                                              -1.856034e-01
## KLRF1                                             -1.886572e-01
## PDIA6                                              2.454989e-02
## SPOCK2                                            -6.049677e-01
## TRDC                                              -7.644612e-03
## TRIB2                                             -2.397417e-01
## FCGR3A                                            -2.259939e-02
## LIPA                                              -1.995311e-01
## GAPDH                                              0.000000e+00
## LAP3                                               5.532244e-03
## KIT                                               -3.282749e-01
## CST7                                              -1.055730e-03
## CD2                                                7.270771e-02
## STAT4                                              2.233228e-02
## CCR5                                              -3.040857e-01
## CCL5                                               1.064712e-02
## BTG1                                               4.408052e-03
## LYN                                               -1.899062e-02
## APOBEC3G                                           2.850157e-03
## CD52                                               1.664109e-03
## LGALS1                                            -4.119604e-04
## CCR6                                              -8.394845e-01
## LAT                                               -3.602759e-01
## IFITM2                                            -4.004443e-02
## GZMK                                              -1.204794e-01
## CXCR3                                             -4.409806e-02
## BCL2                                              -1.434651e-01
## TNFSF10                                            5.468724e-03
## CD244                                             -2.100966e-01
## GNAI2                                             -6.179348e-02
## RPN2                                              -4.186144e-03
## GIMAP5                                            -7.081447e-01
## IL32                                               1.237813e-03
## IKZF1                                             -2.458037e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO             -2.559456e-02
## S100A10                                            5.753977e-03
## VPS28                                             -1.184791e-01
## ITGAL                                             -7.307851e-03
## NCR3                                              -3.587258e-02
## GIMAP2                                            -8.793321e-01
## CASP5                                             -9.458489e-02
## IL4R                                               6.903829e-03
## LAT2                                              -1.162183e-01
## IL23R                                             -1.676458e-01
## CASP3                                             -6.330547e-02
## LCK                                               -2.101464e-02
## CD48                                              -7.545783e-04
## KLRK1                                             -1.846990e-02
## IL2RB                                             -7.947152e-05
## CD3E                                               3.412273e-03
## NKG7                                              -4.119604e-04
## PIK3IP1                                           -1.150083e+00
## FCER1G                                             1.243243e-04
## RUNX3                                             -2.801135e-03
## CCND2                                             -2.894017e-03
## BIN2                                              -1.680109e-01
## CD335.NCR1.AHS0068.pAbO                           -1.541997e-03
## PTPRC                                             -1.172747e-02
## KLRB1                                             -1.015088e-01
## BAX                                               -6.025418e-02
## CTSW                                               0.000000e+00
## TXK                                               -2.655870e-01
## DOCK8                                             -5.722265e-02
## CD37                                              -7.427678e-02
## TRBC2                                              1.869724e-03
## LAMP1                                             -1.546191e-02
## ARL4C                                             -3.062716e-01
## PRF1                                              -4.119604e-04
## CXCR4                                             -6.307772e-01
## CD63                                               1.601713e-16
## HLA.A                                              0.000000e+00
## HLA.C                                              0.000000e+00
## SELPLG                                            -2.253545e-01
##                                           max.logFC.detected
## CSF2                                            6.383210e-01
## CCL4                                            4.331000e-02
## EGR3                                            2.478899e+00
## XCL1                                            1.893472e+00
## CCL3                                            2.840374e-01
## DUSP2                                           1.121192e+00
## IER3                                            1.763390e+00
## ICAM1                                           4.591855e-01
## TNF                                             3.582058e-01
## IFNG                                            8.148982e-01
## BCL2A1                                          1.942977e+00
## MYC                                             1.294742e+00
## CCL1                                            8.701770e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                 1.386104e-01
## GZMB                                            1.546312e-02
## IRF8                                            3.268212e-01
## NAMPT                                           1.470602e+00
## CD4.SK3.CD4.AHS0032.pAbO                        1.215229e+00
## BIRC3                                           7.814298e-01
## CD18.ITGB2.AHS0091.pAbO                         3.079393e-03
## TBX21                                           7.978768e-01
## CD2.CD2.AHS0029.pAbO                            3.079393e-03
## EGR1                                            1.655092e+00
## SEMA7A                                          1.912616e+00
## LTA                                             1.287036e+00
## CD69.CD69.AHS0010.pAbO                          1.004550e-03
## FOSB                                            1.775027e+00
## FN1                                             2.406380e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                   4.612257e-01
## IRF4                                            2.327717e+00
## CD70                                            1.274037e+00
## FASLG                                           1.455706e+00
## ZBED2                                           3.377617e+00
## CD26.DPP4.AHS0109.pAbO                          1.601713e-16
## CD38.HIT2.CD38.AHS0022.pAbO                     1.546312e-02
## IL2RA                                           5.531547e-01
## LIF                                             2.007405e+00
## CD226.CD226.AHS0079.pAbO                        7.796417e-02
## CD69                                            3.809019e-01
## TNFRSF8                                         3.572726e+00
## Tim3.HAVCR2.AHS0016.pAbO                        3.079393e-03
## TNFSF14                                         4.395616e-01
## IL13                                            2.567123e+00
## LAIR2                                           1.351367e+00
## JUNB                                            1.754589e+00
## FOSL1                                           3.443356e+00
## ITK                                             5.162804e-01
## BACH2                                           1.339599e+00
## TNFRSF1B                                        2.639058e-01
## STAT5A                                          7.388875e-01
## CD80                                            1.814208e+00
## CD39.ENTPD1.AHS0006.pAbO                        7.721167e-03
## CD7.CD7.AHS0043.pAbO                            1.601713e-16
## CD152.CTLA4.AHS0017.pAbO                        6.278198e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO              2.981995e-02
## JUN                                             9.188076e-01
## IL12RB2                                         2.302821e+00
## YBX3                                            1.598350e+00
## IL1RN                                           2.613062e+00
## HLA.DRA                                         1.284302e+00
## HLA.DRB3                                        1.892724e+00
## IL3RA                                           1.686541e+00
## DUSP4                                           5.123301e-01
## IL3                                             1.815529e+00
## KLRC3                                           1.092147e+00
## FTH1                                            1.466162e+00
## IgM.IGHM.AHS0198.pAbO                           7.053820e-02
## PYCR1                                           2.393949e+00
## CD25.2A3.IL2RA.AHS0026.pAbO                     3.520360e-01
## CLEC2D                                          1.410597e+00
## TK1                                             1.670356e+00
## CD72                                            1.607547e+00
## UBE2C                                           1.519713e+00
## CD274                                           1.908411e+00
## TIGIT                                           1.755734e+00
## TNFRSF9                                         6.390449e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO                   1.396011e-01
## CD9                                             9.548653e-01
## HLA.DPB1                                        1.373693e+00
## IL15RA                                          1.012032e+00
## TYMS                                            7.772419e-01
## GATA3                                           1.284690e+00
## CTLA4                                           3.315523e+00
## CD314.KLRK1.AHS0065.pAbO                        2.256519e-03
## CD3D                                            9.296684e-01
## LAMP3                                           1.798057e+00
## KIAA0101                                        1.382336e+00
## AIM2                                            2.045073e+00
## CCNB1                                           1.692283e+00
## IL1B                                            4.485390e+00
## IER5                                            7.629293e-01
## POU2AF1                                         5.217452e+00
## CD27.L128.CD27.AHS0249.pAbO                     2.140375e-01
## CD40LG                                          1.836934e+00
## AURKB                                           1.073618e+00
## CXCL16                                          1.253906e+00
## FOXP1                                           7.578520e-01
## TCF7                                            2.766807e+00
## IL4                                             3.134440e+00
## CD40.CD40.AHS0117.pAbO                          1.883351e-01
## B3GAT1                                          1.864844e+00
## CXCL8                                           3.804644e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO       6.491873e-02
## TNFRSF4                                         1.479594e+00
## MCM4                                            1.269496e+00
## IL1RL1                                          3.099920e+00
## IL6                                             1.431419e+00
## CD5.UCHT2.CD5.AHS0047.pAbO                      1.536000e-01
## SLAMF1                                          3.030336e+00
## CD86                                            1.798271e+00
## CD200                                           3.807355e+00
## LILRB4                                          2.737543e+00
## LAG3                                            3.146841e+00
## IL6R                                            3.568241e+00
## TGFBI                                           1.275030e+00
## QPCT                                            1.139719e+00
## IL2                                             1.475083e+00
## HAVCR2                                          1.588258e-01
## CD79A                                           6.689620e-01
## MGST1                                           2.127325e+00
## SLC25A37                                        1.184827e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO             1.674781e-01
## CD215.IL15RA.AHS0212.pAbO                       2.760318e-03
## ADGRE1                                          1.823982e+00
## CD3G                                            2.085346e+00
## SLC7A7                                          1.744366e+00
## CLEC4D                                          2.321928e+00
## IL12A                                           2.120988e+00
## CCL22                                           2.321928e+00
## IL1R2                                           2.000000e+00
## S100A9                                          1.756047e+00
## IL5                                             2.208071e+00
## BCL6                                            7.767168e-01
## VMO1                                            7.110543e-01
## CD127.IL7R.AHS0028.pAbO                         2.011603e-02
## CCL2                                            2.000000e+00
## EPX                                             1.000000e+00
## IL22                                            1.000000e+00
## LRRC32                                          1.000000e+00
## CXCL3                                           1.000000e+00
## SPP1                                            1.000000e+00
## CLEC4E                                          1.000000e+00
## PI3                                             9.298992e-01
## CD24                                            1.608223e+00
## KCNE3                                           1.000000e+00
## CD28                                            1.313634e+00
## GZMM                                            1.146247e+00
## ALAS2                                           0.000000e+00
## APOE                                            0.000000e+00
## AQP9                                            0.000000e+00
## AZU1                                            0.000000e+00
## BLK                                             0.000000e+00
## BLNK                                            0.000000e+00
## BPI                                             0.000000e+00
## C1QA                                            0.000000e+00
## C1QB                                            0.000000e+00
## CCL13                                           0.000000e+00
## CCL17                                           0.000000e+00
## CCL19                                           0.000000e+00
## CCR9                                            0.000000e+00
## CD1B                                            0.000000e+00
## CD209                                           0.000000e+00
## CD22                                            0.000000e+00
## CD34                                            0.000000e+00
## CEACAM8                                         0.000000e+00
## CHI3L1                                          0.000000e+00
## CLC                                             0.000000e+00
## CLEC10A                                         0.000000e+00
## CPA3                                            0.000000e+00
## CXCL11                                          0.000000e+00
## CXCL13                                          0.000000e+00
## CXCL9                                           0.000000e+00
## DEFA3                                           0.000000e+00
## DEFA4                                           0.000000e+00
## EBF1                                            0.000000e+00
## ELANE                                           0.000000e+00
## F13A1                                           0.000000e+00
## FCER1A                                          0.000000e+00
## FCER2                                           0.000000e+00
## FCN1                                            0.000000e+00
## GHR                                             0.000000e+00
## IGHD_membrane                                   0.000000e+00
## IGHE_secreted                                   0.000000e+00
## IGHG1_membrane                                  0.000000e+00
## IGHG2_secreted                                  0.000000e+00
## IGHG4_secreted                                  0.000000e+00
## IGLC3                                           0.000000e+00
## IL17A                                           0.000000e+00
## IL17F                                           0.000000e+00
## IL21                                            0.000000e+00
## IL25                                            0.000000e+00
## IL31                                            0.000000e+00
## IL33                                            0.000000e+00
## IL9                                             0.000000e+00
## MME                                             0.000000e+00
## MMP12                                           0.000000e+00
## S100A12                                         0.000000e+00
## TCL1A                                           0.000000e+00
## TLR8                                            0.000000e+00
## TNFRSF17                                        0.000000e+00
## VPREB3                                          0.000000e+00
## AOC3                                            0.000000e+00
## CMKLR1                                          2.874994e+00
## ARG1                                            0.000000e+00
## CD36                                            0.000000e+00
## CNTNAP3                                         0.000000e+00
## FLT3                                            0.000000e+00
## IGHG1_secreted                                  0.000000e+00
## IGHG3_secreted                                  0.000000e+00
## RNASE2                                          0.000000e+00
## CXCL2                                           0.000000e+00
## MS4A1                                           0.000000e+00
## TREM1                                           2.466161e+00
## CCR4                                            0.000000e+00
## IFNA1                                           0.000000e+00
## CD5                                             9.530790e-01
## CD163                                           0.000000e+00
## CD4                                             1.313634e+00
## BTLA                                            0.000000e+00
## CTSG                                            2.193186e+00
## CD40                                            4.866041e-01
## MMP9                                            0.000000e+00
## F5                                              1.000000e+00
## CR2                                             0.000000e+00
## CD1C                                            0.000000e+00
## CXCL10                                          3.136336e-01
## CXCR2                                           4.866041e-01
## IGHM_membrane                                   1.893529e+00
## MITF                                            0.000000e+00
## JCHAIN                                          0.000000e+00
## CD1A                                            2.322505e+00
## IGHM_secreted                                   0.000000e+00
## THBD                                            0.000000e+00
## TLR2                                            1.198487e+00
## TPSAB1                                          1.916094e+00
## VSIG4                                           9.298992e-01
## FAM129C                                         0.000000e+00
## CXCL1                                           0.000000e+00
## ZAP70                                           4.470388e-01
## CD8.SK1.CD8A.AHS0228.pAbO                       3.616599e-02
## PDCD1                                           1.635562e+00
## TNFRSF13C                                       8.985961e-01
## TNFRSF18                                        1.263596e+00
## TOP2A                                           9.622464e-01
## PAX5                                            2.478639e+00
## CCR10                                           0.000000e+00
## LY86                                            8.774638e-01
## CD8B                                            1.453273e+00
## CD27                                            1.381046e+00
## NT5E                                            2.311171e+00
## CXCR1                                           1.130178e+00
## FOXP3                                           1.400746e+00
## CD22.CD22.AHS0195.pAbO                          8.386262e-02
## PECAM1                                          1.776816e+00
## CSF3                                            9.298992e-01
## CMTM2                                           4.443263e-01
## CCR7                                            2.432071e-01
## TGFB3                                           4.532730e-01
## TLR7                                            1.576004e+00
## MKI67                                           2.335665e+00
## CHI3L2                                         -1.038037e-01
## CXCR5                                           3.798100e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                1.601713e-16
## TLR9                                            1.060146e+00
## CD14                                            1.579676e-01
## CD103.ITGAE.AHS0001.pAbO                        2.899824e-01
## CD95.FAS.AHS0023.pAbO                           1.601713e-16
## IGKC                                            2.235590e+00
## CCR3                                           -2.650130e-01
## CCL20                                           8.038539e-01
## CD3.SK7.CD3E.AHS0033.pAbO                       1.477862e-01
## LTB                                             5.276978e-02
## TCF4                                            4.435778e-01
## STAT6                                           2.541516e-01
## CX3CR1                                          3.742402e-03
## CD6                                             1.824758e+00
## RNASE6                                          1.134002e+00
## RGS1                                            1.117082e+00
## NRP1                                            1.124860e+00
## PMCH                                            1.942226e+00
## HLA.DQA1                                        1.238548e+00
## SELL                                            1.203030e+00
## IL15                                            2.132925e-01
## HLA.DPA1                                        9.023494e-01
## FUT4                                            3.327494e-01
## HMMR                                            1.977344e+00
## KLRC4                                           8.130250e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                   1.208705e-01
## PTGDR2                                          2.120949e+00
## S1PR1                                           6.795739e-01
## IGHA1_secreted                                 -1.008337e+00
## SNCA                                            5.634949e-01
## MZB1                                            1.076119e+00
## TNFRSF25                                        8.038539e-01
## ICOS                                            4.589040e-01
## MCM2                                            1.024002e+00
## TNFSF13B                                        3.991242e-01
## THBS1                                           5.680126e-01
## CD1D.CD1D.AHS0219.pAbO                          3.700562e-02
## RORC                                            2.565763e+00
## BCL11B                                          2.426584e+00
## CD160                                           1.564483e+00
## TNFSF13                                        -1.882706e-01
## CD34.581.CD34.AHS0061.pAbO                      7.237147e-02
## IL9R                                            9.637822e-02
## PTTG2                                           1.477518e+00
## PASK                                            4.393009e-01
## KDELR1                                          3.565037e-01
## IKZF2                                          -1.043269e-02
## KLRG1                                           1.301778e-01
## CD79B                                           1.448649e+00
## VEGFA                                           1.069667e+00
## IL7R                                            1.221522e+00
## TSPAN32                                         2.184707e-01
## EOMES                                           2.042367e+00
## ZNF683                                          1.796590e+00
## CCR8                                            2.790902e+00
## CD94.KLRD1.AHS0085.pAbO                         1.775286e-02
## NCAM1                                           4.555165e-01
## CCR7.CCR7.AHS0273.pAbO                          4.838368e-02
## FAS                                             5.464887e-01
## ITGAX                                           3.784999e-01
## CD38                                            1.772056e+00
## RORA                                            9.067233e-01
## TNFSF8                                          4.221528e-01
## CX3CR1.CX3CR1.AHS0125.pAbO                      6.081121e-02
## TMEM97                                          1.545817e+00
## FBXO22                                          6.467588e-01
## CD45RO.PTPRC.AHS0036.pAbO                       2.795391e-02
## GIMAP7                                         -9.823980e-01
## FOXO1                                           2.208319e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                    9.159446e-03
## CD44                                            1.525065e-01
## FOXO3                                          -3.025761e-01
## KIR2DL1                                         1.224836e+00
## LEF1                                            8.638601e-01
## OAS1                                            3.856649e-01
## HLA.DMA                                         6.659877e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                 6.734174e-02
## TRAT1                                           1.513983e+00
## CD8A                                            1.000915e+00
## PSEN1                                          -7.393320e-02
## HLA.DMB                                         1.587302e+00
## GAB2                                            2.595317e-01
## C10orf54                                        2.459919e-01
## TARP_refseq                                     3.309352e-01
## CD81.CD81.AHS0021.pAbO                          1.601713e-16
## IL18                                            2.751895e-01
## FAM65B                                         -3.510719e-01
## HLA.DQB1                                        1.759254e+00
## CBLB                                            2.172329e-01
## LGALS9                                          7.103651e-02
## CNOT2                                           3.367968e-01
## PRDM1                                           2.141494e-01
## CD33                                            1.389649e+00
## ZBTB16                                          1.553896e-01
## CCR2                                           -4.066884e-01
## IL12RB1                                         5.239495e-01
## CXCR6                                           4.091198e-03
## HMGB2                                           2.300800e-01
## ANXA5                                           2.135848e-01
## IL18RAP                                         2.009153e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                 1.162366e-02
## TGFB1                                           5.057654e-02
## DUSP1                                          -2.284902e-01
## LGALS3                                          1.761659e-01
## CXCL5                                           3.238621e-01
## GZMH                                            1.579678e+00
## KLRC1                                           1.410889e-01
## PCNA                                            3.377559e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                   4.967545e-02
## ITGAE                                           2.705979e-01
## CD74                                            5.760486e-02
## IL18R1                                          4.636783e-01
## CD300A                                          2.454349e-01
## GNLY                                            1.601713e-16
## STAT1                                           4.872549e-01
## CTSD                                            1.352598e-01
## CD247                                           1.009735e+00
## VNN2                                            2.390935e-02
## PDIA4                                           4.261786e-01
## ITGA4                                           6.885723e-02
## CD102.ICAM2.AHS0155.pAbO                        1.994215e-02
## DPP4                                            2.266491e-01
## CD33.WM53.CD33.AHS0044.pAbO                     1.487987e-01
## FYN                                             8.274223e-02
## NINJ2                                           5.107523e-01
## TRAC                                            8.616163e-01
## STAT3                                           2.282961e-01
## IGBP1                                           1.257809e-01
## ADA                                             2.986610e-01
## IFITM3                                          5.666716e-01
## ITGAM                                           2.657416e-01
## ADGRG3                                         -1.971798e-01
## XBP1                                            1.237585e-01
## TIAF1                                          -1.781465e-02
## CCR1                                            1.157562e-01
## GZMA                                            3.079393e-03
## ENTPD1                                          1.981289e-01
## PIK3AP1                                         1.882084e-01
## IFNGR1                                         -3.932695e-02
## ATF6B                                           2.000807e-01
## FYB                                             1.126820e-02
## CD7                                             2.105056e-01
## ITGB2                                           5.931902e-01
## GLG1                                           -1.393004e-02
## KLRF1                                           1.640494e+00
## PDIA6                                           2.256406e-01
## SPOCK2                                         -2.178511e-01
## TRDC                                            1.844603e-01
## TRIB2                                           2.995507e-01
## FCGR3A                                          9.484642e-01
## LIPA                                            1.977516e-01
## GAPDH                                           1.601713e-16
## LAP3                                            2.503398e-01
## KIT                                             7.395348e-01
## CST7                                            1.838493e-01
## CD2                                             1.675626e-01
## STAT4                                           1.151927e-01
## CCR5                                            3.893875e-02
## CCL5                                            1.036875e-01
## BTG1                                            9.475092e-03
## LYN                                             2.834979e-01
## APOBEC3G                                        5.151619e-02
## CD52                                            5.016489e-03
## LGALS1                                          4.319693e-05
## CCR6                                           -2.312571e-01
## LAT                                            -1.204001e-01
## IFITM2                                          2.412366e-01
## GZMK                                            1.294996e+00
## CXCR3                                           3.962419e-01
## BCL2                                            4.333889e-02
## TNFSF10                                         3.995229e-02
## CD244                                           1.475273e-01
## GNAI2                                           2.590893e-01
## RPN2                                            1.165482e-01
## GIMAP5                                          1.989285e-01
## IL32                                            1.533672e-02
## IKZF1                                           1.741238e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO           1.683129e-02
## S100A10                                         2.957495e-02
## VPS28                                           1.074931e-03
## ITGAL                                           7.363749e-02
## NCR3                                            2.852219e-01
## GIMAP2                                         -4.617307e-01
## CASP5                                          -8.836490e-02
## IL4R                                            4.218128e-02
## LAT2                                            1.974773e-01
## IL23R                                           7.316612e-03
## CASP3                                           1.296308e-03
## LCK                                             7.390340e-02
## CD48                                            6.468107e-03
## KLRK1                                           7.618938e-02
## IL2RB                                           6.278198e-04
## CD3E                                            4.765151e-02
## NKG7                                            1.505174e-02
## PIK3IP1                                        -9.608647e-01
## FCER1G                                          3.801253e-03
## RUNX3                                           3.272415e-03
## CCND2                                           8.263952e-03
## BIN2                                           -8.469960e-02
## CD335.NCR1.AHS0068.pAbO                         2.871057e-03
## PTPRC                                          -1.375252e-03
## KLRB1                                           1.151804e-02
## BAX                                            -1.252595e-02
## CTSW                                            9.107924e-04
## TXK                                            -1.434173e-01
## DOCK8                                          -3.700390e-02
## CD37                                           -2.614072e-02
## TRBC2                                           3.367272e-03
## LAMP1                                           4.287001e-03
## ARL4C                                          -1.974743e-01
## PRF1                                           -7.947152e-05
## CXCR4                                          -1.185365e-01
## CD63                                            1.366404e-03
## HLA.A                                           1.601713e-16
## HLA.C                                           1.601713e-16
## SELPLG                                         -2.004896e-01
##                                           rank.logFC.detected
## CSF2                                                       75
## CCL4                                                      140
## EGR3                                                       16
## XCL1                                                       35
## CCL3                                                      118
## DUSP2                                                      50
## IER3                                                       42
## ICAM1                                                      77
## TNF                                                       108
## IFNG                                                       63
## BCL2A1                                                      9
## MYC                                                        73
## CCL1                                                       57
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                           135
## GZMB                                                      154
## IRF8                                                      115
## NAMPT                                                      38
## CD4.SK3.CD4.AHS0032.pAbO                                   55
## BIRC3                                                      78
## CD18.ITGB2.AHS0091.pAbO                                   161
## TBX21                                                      69
## CD2.CD2.AHS0029.pAbO                                      161
## EGR1                                                       35
## SEMA7A                                                     11
## LTA                                                        41
## CD69.CD69.AHS0010.pAbO                                    161
## FOSB                                                        9
## FN1                                                        21
## CD19.SJ25C1.CD19.AHS0030.pAbO                             102
## IRF4                                                       19
## CD70                                                       50
## FASLG                                                      29
## ZBED2                                                       7
## CD26.DPP4.AHS0109.pAbO                                    161
## CD38.HIT2.CD38.AHS0022.pAbO                               149
## IL2RA                                                      83
## LIF                                                        29
## CD226.CD226.AHS0079.pAbO                                  123
## CD69                                                       90
## TNFRSF8                                                     4
## Tim3.HAVCR2.AHS0016.pAbO                                  161
## TNFSF14                                                    94
## IL13                                                        8
## LAIR2                                                      37
## JUNB                                                       32
## FOSL1                                                       7
## ITK                                                        88
## BACH2                                                      48
## TNFRSF1B                                                  110
## STAT5A                                                     98
## CD80                                                       39
## CD39.ENTPD1.AHS0006.pAbO                                  158
## CD7.CD7.AHS0043.pAbO                                      161
## CD152.CTLA4.AHS0017.pAbO                                  157
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                        148
## JUN                                                        80
## IL12RB2                                                     6
## YBX3                                                       23
## IL1RN                                                      11
## HLA.DRA                                                    42
## HLA.DRB3                                                   12
## IL3RA                                                      30
## DUSP4                                                      91
## IL3                                                        10
## KLRC3                                                      53
## FTH1                                                       61
## IgM.IGHM.AHS0198.pAbO                                     131
## PYCR1                                                      20
## CD25.2A3.IL2RA.AHS0026.pAbO                               113
## CLEC2D                                                     40
## TK1                                                        38
## CD72                                                       21
## UBE2C                                                      28
## CD274                                                      23
## TIGIT                                                      19
## TNFRSF9                                                     1
## CD14.MPHIP9.CD14.AHS0037.pAbO                             117
## CD9                                                        64
## HLA.DPB1                                                   36
## IL15RA                                                     88
## TYMS                                                      109
## GATA3                                                      65
## CTLA4                                                       5
## CD314.KLRK1.AHS0065.pAbO                                  229
## CD3D                                                       53
## LAMP3                                                      19
## KIAA0101                                                   67
## AIM2                                                       28
## CCNB1                                                      27
## IL1B                                                        1
## IER5                                                       79
## POU2AF1                                                     1
## CD27.L128.CD27.AHS0249.pAbO                               144
## CD40LG                                                     38
## AURKB                                                      50
## CXCL16                                                     54
## FOXP1                                                      68
## TCF7                                                        3
## IL4                                                         7
## CD40.CD40.AHS0117.pAbO                                    125
## B3GAT1                                                     13
## CXCL8                                                       4
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO                 134
## TNFRSF4                                                    55
## MCM4                                                       77
## IL1RL1                                                      3
## IL6                                                        37
## CD5.UCHT2.CD5.AHS0047.pAbO                                157
## SLAMF1                                                     11
## CD86                                                       25
## CD200                                                       3
## LILRB4                                                     12
## LAG3                                                        2
## IL6R                                                        1
## TGFBI                                                      76
## QPCT                                                       48
## IL2                                                        13
## HAVCR2                                                    124
## CD79A                                                      70
## MGST1                                                      14
## SLC25A37                                                   41
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                       143
## CD215.IL15RA.AHS0212.pAbO                                 146
## ADGRE1                                                     16
## CD3G                                                       18
## SLC7A7                                                     33
## CLEC4D                                                      4
## IL12A                                                      15
## CCL22                                                       4
## IL1R2                                                       7
## S100A9                                                     18
## IL5                                                        26
## BCL6                                                      116
## VMO1                                                       72
## CD127.IL7R.AHS0028.pAbO                                   215
## CCL2                                                       21
## EPX                                                        27
## IL22                                                       27
## LRRC32                                                     27
## CXCL3                                                      27
## SPP1                                                       27
## CLEC4E                                                     71
## PI3                                                        91
## CD24                                                       55
## KCNE3                                                      27
## CD28                                                       46
## GZMM                                                       23
## ALAS2                                                     161
## APOE                                                      161
## AQP9                                                      161
## AZU1                                                      161
## BLK                                                       161
## BLNK                                                      161
## BPI                                                       161
## C1QA                                                      161
## C1QB                                                      161
## CCL13                                                     161
## CCL17                                                     161
## CCL19                                                     161
## CCR9                                                      161
## CD1B                                                      161
## CD209                                                     161
## CD22                                                      161
## CD34                                                      161
## CEACAM8                                                   161
## CHI3L1                                                    161
## CLC                                                       161
## CLEC10A                                                   161
## CPA3                                                      161
## CXCL11                                                    161
## CXCL13                                                    161
## CXCL9                                                     161
## DEFA3                                                     161
## DEFA4                                                     161
## EBF1                                                      161
## ELANE                                                     161
## F13A1                                                     161
## FCER1A                                                    161
## FCER2                                                     161
## FCN1                                                      161
## GHR                                                       161
## IGHD_membrane                                             161
## IGHE_secreted                                             161
## IGHG1_membrane                                            161
## IGHG2_secreted                                            161
## IGHG4_secreted                                            161
## IGLC3                                                     161
## IL17A                                                     161
## IL17F                                                     161
## IL21                                                      161
## IL25                                                      161
## IL31                                                      161
## IL33                                                      161
## IL9                                                       161
## MME                                                       161
## MMP12                                                     161
## S100A12                                                   161
## TCL1A                                                     161
## TLR8                                                      161
## TNFRSF17                                                  161
## VPREB3                                                    161
## AOC3                                                      161
## CMKLR1                                                     12
## ARG1                                                      232
## CD36                                                      232
## CNTNAP3                                                   232
## FLT3                                                      232
## IGHG1_secreted                                            232
## IGHG3_secreted                                            232
## RNASE2                                                    232
## CXCL2                                                     161
## MS4A1                                                     161
## TREM1                                                      20
## CCR4                                                      232
## IFNA1                                                     232
## CD5                                                        56
## CD163                                                     232
## CD4                                                        46
## BTLA                                                      232
## CTSG                                                       27
## CD40                                                       93
## MMP9                                                      232
## F5                                                         27
## CR2                                                       161
## CD1C                                                      232
## CXCL10                                                     96
## CXCR2                                                      93
## IGHM_membrane                                              33
## MITF                                                      161
## JCHAIN                                                    161
## CD1A                                                       10
## IGHM_secreted                                             232
## THBD                                                      161
## TLR2                                                       22
## TPSAB1                                                     14
## VSIG4                                                      91
## FAM129C                                                   161
## CXCL1                                                     161
## ZAP70                                                     105
## CD8.SK1.CD8A.AHS0228.pAbO                                 202
## PDCD1                                                      29
## TNFRSF13C                                                  80
## TNFRSF18                                                   36
## TOP2A                                                      59
## PAX5                                                       15
## CCR10                                                     161
## LY86                                                       65
## CD8B                                                       30
## CD27                                                       35
## NT5E                                                        9
## CXCR1                                                      44
## FOXP3                                                      34
## CD22.CD22.AHS0195.pAbO                                    130
## PECAM1                                                     40
## CSF3                                                       91
## CMTM2                                                     127
## CCR7                                                      143
## TGFB3                                                     105
## TLR7                                                       24
## MKI67                                                      10
## CHI3L2                                                    308
## CXCR5                                                       2
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                          161
## TLR9                                                       49
## CD14                                                      155
## CD103.ITGAE.AHS0001.pAbO                                  129
## CD95.FAS.AHS0023.pAbO                                     161
## IGKC                                                       11
## CCR3                                                      400
## CCL20                                                      90
## CD3.SK7.CD3E.AHS0033.pAbO                                 121
## LTB                                                       114
## TCF4                                                      117
## STAT6                                                      82
## CX3CR1                                                    222
## CD6                                                        15
## RNASE6                                                     49
## RGS1                                                       59
## NRP1                                                       53
## PMCH                                                       23
## HLA.DQA1                                                   43
## SELL                                                       39
## IL15                                                      141
## HLA.DPA1                                                   64
## FUT4                                                      158
## HMMR                                                       22
## KLRC4                                                      68
## CD28.CD28.2.CD28.AHS0024.pAbO                             168
## PTGDR2                                                     16
## S1PR1                                                      73
## IGHA1_secreted                                            446
## SNCA                                                       85
## MZB1                                                       78
## TNFRSF25                                                   90
## ICOS                                                      103
## MCM2                                                       88
## TNFSF13B                                                  115
## THBS1                                                      84
## CD1D.CD1D.AHS0219.pAbO                                    201
## RORC                                                        6
## BCL11B                                                      5
## CD160                                                      26
## TNFSF13                                                   382
## CD34.581.CD34.AHS0061.pAbO                                197
## IL9R                                                      174
## PTTG2                                                      59
## PASK                                                      113
## KDELR1                                                    132
## IKZF2                                                     321
## KLRG1                                                     171
## CD79B                                                      33
## VEGFA                                                      55
## IL7R                                                       53
## TSPAN32                                                    86
## EOMES                                                       8
## ZNF683                                                     17
## CCR8                                                       13
## CD94.KLRD1.AHS0085.pAbO                                   159
## NCAM1                                                     102
## CCR7.CCR7.AHS0273.pAbO                                    138
## FAS                                                       113
## ITGAX                                                     104
## CD38                                                       17
## RORA                                                       63
## TNFSF8                                                    109
## CX3CR1.CX3CR1.AHS0125.pAbO                                195
## TMEM97                                                     48
## FBXO22                                                    122
## CD45RO.PTPRC.AHS0036.pAbO                                 196
## GIMAP7                                                    458
## FOXO1                                                     137
## IgG.IGHG1_2_3_4.AHS0059.pAbO                              151
## CD44                                                      107
## FOXO3                                                     405
## KIR2DL1                                                    44
## LEF1                                                       66
## OAS1                                                      120
## HLA.DMA                                                    75
## CD45RA.HI100.PTPRC.AHS0009.pAbO                           192
## TRAT1                                                      35
## CD8A                                                       59
## PSEN1                                                     351
## HLA.DMB                                                    24
## GAB2                                                      133
## C10orf54                                                  105
## TARP_refseq                                               159
## CD81.CD81.AHS0021.pAbO                                    161
## IL18                                                      131
## FAM65B                                                    411
## HLA.DQB1                                                   18
## CBLB                                                      132
## LGALS9                                                    188
## CNOT2                                                     122
## PRDM1                                                     106
## CD33                                                       62
## ZBTB16                                                    158
## CCR2                                                      432
## IL12RB1                                                   128
## CXCR6                                                     221
## HMGB2                                                     144
## ANXA5                                                     161
## IL18RAP                                                   143
## CD279.EH12.1.PDCD1.AHS0014.pAbO                           199
## TGFB1                                                     127
## DUSP1                                                     372
## LGALS3                                                    164
## CXCL5                                                     150
## GZMH                                                       25
## KLRC1                                                     144
## PCNA                                                      134
## CD161.DX12.KLRB1.AHS0002.pAbO                             142
## ITGAE                                                     126
## CD74                                                      155
## IL18R1                                                    136
## CD300A                                                    112
## GNLY                                                      161
## STAT1                                                      90
## CTSD                                                      198
## CD247                                                      57
## VNN2                                                      213
## PDIA4                                                     140
## ITGA4                                                     193
## CD102.ICAM2.AHS0155.pAbO                                  195
## DPP4                                                      173
## CD33.WM53.CD33.AHS0044.pAbO                               179
## FYN                                                       187
## NINJ2                                                      92
## TRAC                                                       83
## STAT3                                                     115
## IGBP1                                                     201
## ADA                                                       120
## IFITM3                                                    112
## ITGAM                                                     127
## ADGRG3                                                    389
## XBP1                                                      202
## TIAF1                                                     358
## CCR1                                                      175
## GZMA                                                      161
## ENTPD1                                                    163
## PIK3AP1                                                   146
## IFNGR1                                                    339
## ATF6B                                                     183
## FYB                                                       218
## CD7                                                       142
## ITGB2                                                      88
## GLG1                                                      333
## KLRF1                                                      20
## PDIA6                                                     179
## SPOCK2                                                    387
## TRDC                                                      147
## TRIB2                                                     125
## FCGR3A                                                     61
## LIPA                                                      185
## GAPDH                                                     161
## LAP3                                                      171
## KIT                                                        70
## CST7                                                      148
## CD2                                                       145
## STAT4                                                     191
## CCR5                                                      200
## CCL5                                                      136
## BTG1                                                      137
## LYN                                                       165
## APOBEC3G                                                  195
## CD52                                                      150
## LGALS1                                                    244
## CCR6                                                      415
## LAT                                                       370
## IFITM2                                                    170
## GZMK                                                       40
## CXCR3                                                     111
## BCL2                                                      204
## TNFSF10                                                   207
## CD244                                                     167
## GNAI2                                                     160
## RPN2                                                      202
## GIMAP5                                                    145
## IL32                                                      153
## IKZF1                                                     153
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO                     210
## S100A10                                                   205
## VPS28                                                     260
## ITGAL                                                     191
## NCR3                                                      122
## GIMAP2                                                    434
## CASP5                                                     318
## IL4R                                                      139
## LAT2                                                      151
## IL23R                                                     224
## CASP3                                                     259
## LCK                                                       190
## CD48                                                      239
## KLRK1                                                     189
## IL2RB                                                     237
## CD3E                                                      198
## NKG7                                                      213
## PIK3IP1                                                   440
## FCER1G                                                    160
## RUNX3                                                     213
## CCND2                                                     152
## BIN2                                                      325
## CD335.NCR1.AHS0068.pAbO                                   228
## PTPRC                                                     266
## KLRB1                                                     133
## BAX                                                       313
## CTSW                                                      161
## TXK                                                       354
## DOCK8                                                     306
## CD37                                                      277
## TRBC2                                                     147
## LAMP1                                                     227
## ARL4C                                                     368
## PRF1                                                      240
## CXCR4                                                     368
## CD63                                                      156
## HLA.A                                                     161
## HLA.C                                                     161
## SELPLG                                                    340
as.data.frame(m[2]) %>%
    arrange(desc(mean.AUC))
##                                           group group_name self.average
## TYMS                                          1          2 3.9474759336
## KIAA0101                                      1          2 2.8741510527
## HMGB2                                         1          2 3.4568993354
## TOP2A                                         1          2 2.8273349238
## TK1                                           1          2 2.4510672530
## AURKB                                         1          2 2.2969992607
## UBE2C                                         1          2 2.1570712333
## PCNA                                          1          2 3.2590039979
## HMMR                                          1          2 1.1947603961
## CCNB1                                         1          2 1.5089960563
## MKI67                                         1          2 0.8482343130
## MCM4                                          1          2 1.5503997720
## MCM2                                          1          2 1.7848104531
## GAPDH                                         1          2 6.4860611830
## PTTG2                                         1          2 0.8799956203
## TRDC                                          1          2 3.0142199708
## PDIA6                                         1          2 2.5798620682
## ANXA5                                         1          2 2.5431043386
## HLA.DRA                                       1          2 1.6963638195
## ITGAE                                         1          2 1.2076910588
## CD74                                          1          2 4.5735520159
## HLA.DPA1                                      1          2 1.9339321125
## S100A10                                       1          2 3.3085737271
## Tim3.HAVCR2.AHS0016.pAbO                      1          2 2.6150119549
## HLA.DPB1                                      1          2 1.2080190403
## KLRC1                                         1          2 3.3951236671
## TMEM97                                        1          2 0.8057687054
## DPP4                                          1          2 1.0723598954
## RPN2                                          1          2 2.5234479763
## PYCR1                                         1          2 0.4267507634
## HLA.DRB3                                      1          2 0.8589776781
## CD94.KLRD1.AHS0085.pAbO                       1          2 2.1591301850
## CASP3                                         1          2 1.8845739286
## LAP3                                          1          2 1.7392950158
## PDIA4                                         1          2 1.2066806693
## PASK                                          1          2 0.4231801723
## CD314.KLRK1.AHS0065.pAbO                      1          2 1.5598048386
## GZMA                                          1          2 5.7911164453
## CD11b.ICRF44.ITGAM.AHS0184.pAbO               1          2 0.7023541893
## HLA.DMA                                       1          2 1.0330023267
## NCR3                                          1          2 2.2940724137
## CD38                                          1          2 0.3977839159
## HLA.DQA1                                      1          2 1.6823819357
## BAX                                           1          2 2.3876174786
## KLRK1                                         1          2 2.4649088751
## HLA.DQB1                                      1          2 0.8198685584
## CXCR4                                         1          2 2.6062499845
## ADA                                           1          2 1.2480067855
## HLA.DMB                                       1          2 0.7638545760
## KLRF1                                         1          2 1.7110819865
## TARP_refseq                                   1          2 1.8427543666
## CD38.HIT2.CD38.AHS0022.pAbO                   1          2 1.6392708188
## IFITM2                                        1          2 2.4551715066
## FBXO22                                        1          2 0.4182715800
## GNAI2                                         1          2 1.6448785242
## CD7.CD7.AHS0043.pAbO                          1          2 3.5883486760
## FAS                                           1          2 0.7397589621
## ITGB2                                         1          2 3.3703006868
## CXCR3                                         1          2 2.4164528782
## YBX3                                          1          2 0.4329349699
## CD18.ITGB2.AHS0091.pAbO                       1          2 3.0704475633
## APOBEC3G                                      1          2 3.5246063958
## HLA.C                                         1          2 6.6614068325
## CCR1                                          1          2 0.6952391714
## TNFSF10                                       1          2 3.5024138065
## IL12RB2                                       1          2 0.9764536005
## GNLY                                          1          2 7.4165355453
## XBP1                                          1          2 2.5896950864
## CD8.SK1.CD8A.AHS0228.pAbO                     1          2 1.2249977441
## IFITM3                                        1          2 1.8173273642
## CST7                                          1          2 3.0931021420
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO              1          2 3.2311033397
## GZMH                                          1          2 0.9665631215
## CD70                                          1          2 1.4051460542
## LGALS1                                        1          2 5.6862610562
## LYN                                           1          2 1.4523968375
## ATF6B                                         1          2 0.9170671278
## GIMAP2                                        1          2 0.8536230476
## CD8A                                          1          2 1.4493392385
## CD2.CD2.AHS0029.pAbO                          1          2 2.7254724759
## GZMK                                          1          2 2.3600349685
## KDELR1                                        1          2 0.2076964435
## NINJ2                                         1          2 1.0089792548
## CD19.SJ25C1.CD19.AHS0030.pAbO                 1          2 0.2279301658
## CD2                                           1          2 3.4281367966
## FN1                                           1          2 0.5141208662
## CD45RA.HI100.PTPRC.AHS0009.pAbO               1          2 0.8299017212
## GAB2                                          1          2 0.4087584648
## EOMES                                         1          2 0.2172345689
## FTH1                                          1          2 0.2019939860
## STAT1                                         1          2 0.7694604627
## LAT2                                          1          2 1.7932912449
## RUNX3                                         1          2 3.1774203622
## BCL11B                                        1          2 0.2115577834
## GZMB                                          1          2 5.6395332550
## CXCL5                                         1          2 0.7271802691
## S1PR1                                         1          2 0.1575374851
## CLEC2D                                        1          2 0.1709839710
## KLRC3                                         1          2 0.6729039880
## ITGA4                                         1          2 0.5788173664
## KIR2DL1                                       1          2 1.8631943191
## CD26.DPP4.AHS0109.pAbO                        1          2 3.2775337224
## FOXP1                                         1          2 0.2035174014
## TRBC2                                         1          2 3.4416157689
## HLA.A                                         1          2 5.6698979289
## LEF1                                          1          2 0.6064641342
## CD81.CD81.AHS0021.pAbO                        1          2 2.5879007453
## IKZF1                                         1          2 1.3203874541
## FCGR3A                                        1          2 2.4951414783
## CCR5                                          1          2 0.9134416156
## CD215.IL15RA.AHS0212.pAbO                     1          2 0.7297504219
## IL1RL1                                        1          2 0.0880632412
## LAT                                           1          2 0.9217451493
## FUT4                                          1          2 0.1130334677
## CD33.WM53.CD33.AHS0044.pAbO                   1          2 0.4908602594
## ENTPD1                                        1          2 0.9963795180
## CD244                                         1          2 1.2243370493
## CD5.UCHT2.CD5.AHS0047.pAbO                    1          2 0.1214814371
## ARL4C                                         1          2 1.8454160281
## RORA                                          1          2 0.1591799577
## TIGIT                                         1          2 0.9412771896
## NCAM1                                         1          2 0.2452816628
## ITGAM                                         1          2 1.1546522301
## CD127.IL7R.AHS0028.pAbO                       1          2 0.3757107196
## VPS28                                         1          2 1.3184733067
## IL15RA                                        1          2 0.3565309166
## LGALS9                                        1          2 0.3364751779
## ICOS                                          1          2 0.4412670907
## SLC25A37                                      1          2 0.0443658738
## RNASE6                                        1          2 0.0523570657
## IGBP1                                         1          2 0.8066967816
## SELL                                          1          2 0.1062695202
## IRF4                                          1          2 0.3426828400
## JUN                                           1          2 0.4625123076
## GIMAP7                                        1          2 0.0850947807
## CTSW                                          1          2 5.2037392247
## STAT4                                         1          2 1.7435412597
## PSEN1                                         1          2 0.2926558808
## SNCA                                          1          2 0.0735458364
## CD1D.CD1D.AHS0219.pAbO                        1          2 0.3876932774
## IL18                                          1          2 0.2147934664
## IFNGR1                                        1          2 0.8179689783
## KLRC4                                         1          2 0.1175260688
## STAT5A                                        1          2 0.7148193370
## IER5                                          1          2 0.0441710661
## ITGAL                                         1          2 1.6967710198
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO         1          2 0.6320216878
## CD247                                         1          2 1.2589798645
## LAIR2                                         1          2 0.4035315069
## FOXO3                                         1          2 0.1724757155
## TRAC                                          1          2 0.7379182973
## LAMP3                                         1          2 0.0298782351
## TNFSF13B                                      1          2 0.0868292836
## MGST1                                         1          2 0.0786546879
## IL12RB1                                       1          2 0.4945311520
## GATA3                                         1          2 0.0446151037
## CCR2                                          1          2 0.1964351180
## CD27.L128.CD27.AHS0249.pAbO                   1          2 0.0624616673
## IL6                                           1          2 0.0366587640
## NRP1                                          1          2 0.0489517154
## IL15                                          1          2 0.1139471608
## CCR7                                          1          2 0.0142305275
## CD14                                          1          2 0.0145045888
## IL18RAP                                       1          2 0.8579007093
## IL9R                                          1          2 0.0628458768
## TNFSF13                                       1          2 0.0936305877
## CD1A                                          1          2 0.0100684522
## KLRG1                                         1          2 0.0559241943
## CTSG                                          1          2 0.0076311616
## OAS1                                          1          2 0.2395448729
## CX3CR1                                        1          2 0.0398462376
## LAG3                                          1          2 0.0444019757
## CXCR1                                         1          2 0.0058004431
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO           1          2 0.0759603871
## ADGRG3                                        1          2 0.6560011538
## TBX21                                         1          2 1.5064447407
## CD40.CD40.AHS0117.pAbO                        1          2 0.0086176014
## ADGRE1                                        1          2 0.0066412071
## ZAP70                                         1          2 0.0744932967
## TGFBI                                         1          2 0.0106928649
## IL3RA                                         1          2 0.1407056729
## CD34.581.CD34.AHS0061.pAbO                    1          2 0.1966597038
## SLAMF1                                        1          2 0.0073417650
## BCL6                                          1          2 0.0145645040
## TGFB3                                         1          2 0.0074415484
## TNFRSF9                                       1          2 0.0145019137
## TNFRSF13C                                     1          2 0.0029087722
## CD8B                                          1          2 0.0074458528
## DOCK8                                         1          2 1.9940571578
## LY86                                          1          2 0.0086254867
## IGHM_membrane                                 1          2 0.0028160760
## CTLA4                                         1          2 0.0200237713
## CD4                                           1          2 0.0023890902
## IL5                                           1          2 0.0023367090
## AIM2                                          1          2 0.0219987414
## IGHM_secreted                                 1          2 0.0018583340
## CD79B                                         1          2 0.0641929341
## IGHA1_secreted                                1          2 0.0235710929
## CCL2                                          1          2 0.0019146087
## VMO1                                          1          2 0.0039905938
## BTLA                                          1          2 0.0006864884
## MMP9                                          1          2 0.0007646818
## CD1C                                          1          2 0.0005835071
## TREM1                                         1          2 0.0016043086
## CLEC4E                                        1          2 0.0003213171
## FOXP3                                         1          2 0.0456437651
## PI3                                           1          2 0.0004939734
## PDCD1                                         1          2 0.0024408306
## CD5                                           1          2 0.0030554110
## CXCR2                                         1          2 0.0013767260
## ARG1                                          1          2 0.0001591780
## CD36                                          1          2 0.0001970317
## CNTNAP3                                       1          2 0.0002552849
## FLT3                                          1          2 0.0002259632
## IGHG1_secreted                                1          2 0.0001893649
## IGHG3_secreted                                1          2 0.0001114389
## RNASE2                                        1          2 0.0002130018
## CCR3                                          1          2 0.0107777027
## CCR4                                          1          2 0.0002218969
## IFNA1                                         1          2 0.0001890310
## CD163                                         1          2 0.0003056126
## IL12A                                         1          2 0.0009389291
## CD24                                          1          2 0.0026198917
## S100A9                                        1          2 0.0012984007
## IL4                                           1          2 0.0024387480
## CD274                                         1          2 0.0329885957
## ALAS2                                         1          2 0.0000000000
## APOE                                          1          2 0.0000000000
## AQP9                                          1          2 0.0000000000
## AZU1                                          1          2 0.0000000000
## BLK                                           1          2 0.0000000000
## BLNK                                          1          2 0.0000000000
## BPI                                           1          2 0.0000000000
## C1QA                                          1          2 0.0000000000
## C1QB                                          1          2 0.0000000000
## CCL13                                         1          2 0.0000000000
## CCL17                                         1          2 0.0000000000
## CCL19                                         1          2 0.0000000000
## CCR9                                          1          2 0.0000000000
## CD1B                                          1          2 0.0000000000
## CD209                                         1          2 0.0000000000
## CD22                                          1          2 0.0000000000
## CD34                                          1          2 0.0000000000
## CEACAM8                                       1          2 0.0000000000
## CHI3L1                                        1          2 0.0000000000
## CLC                                           1          2 0.0000000000
## CLEC10A                                       1          2 0.0000000000
## CPA3                                          1          2 0.0000000000
## CXCL11                                        1          2 0.0000000000
## CXCL13                                        1          2 0.0000000000
## CXCL9                                         1          2 0.0000000000
## DEFA3                                         1          2 0.0000000000
## DEFA4                                         1          2 0.0000000000
## EBF1                                          1          2 0.0000000000
## ELANE                                         1          2 0.0000000000
## F13A1                                         1          2 0.0000000000
## FCER1A                                        1          2 0.0000000000
## FCER2                                         1          2 0.0000000000
## FCN1                                          1          2 0.0000000000
## GHR                                           1          2 0.0000000000
## IGHD_membrane                                 1          2 0.0000000000
## IGHE_secreted                                 1          2 0.0000000000
## IGHG1_membrane                                1          2 0.0000000000
## IGHG2_secreted                                1          2 0.0000000000
## IGHG4_secreted                                1          2 0.0000000000
## IGLC3                                         1          2 0.0000000000
## IL17A                                         1          2 0.0000000000
## IL17F                                         1          2 0.0000000000
## IL21                                          1          2 0.0000000000
## IL25                                          1          2 0.0000000000
## IL31                                          1          2 0.0000000000
## IL33                                          1          2 0.0000000000
## IL9                                           1          2 0.0000000000
## MME                                           1          2 0.0000000000
## MMP12                                         1          2 0.0000000000
## S100A12                                       1          2 0.0000000000
## TCL1A                                         1          2 0.0000000000
## TLR8                                          1          2 0.0000000000
## TNFRSF17                                      1          2 0.0000000000
## VPREB3                                        1          2 0.0000000000
## AOC3                                          1          2 0.0000000000
## EPX                                           1          2 0.0000000000
## IL22                                          1          2 0.0000000000
## LRRC32                                        1          2 0.0000000000
## CXCL2                                         1          2 0.0000000000
## MS4A1                                         1          2 0.0000000000
## CD40                                          1          2 0.0011736177
## CXCL3                                         1          2 0.0000000000
## SPP1                                          1          2 0.0000000000
## CD3G                                          1          2 0.0022269178
## SLC7A7                                        1          2 0.0013896574
## IL1R2                                         1          2 0.0000000000
## CR2                                           1          2 0.0000000000
## KCNE3                                         1          2 0.0000000000
## CD200                                         1          2 0.0003211977
## CD79A                                         1          2 0.0050023157
## CLEC4D                                        1          2 0.0000000000
## CXCL10                                        1          2 0.0001648663
## CD28                                          1          2 0.0003960398
## CCL22                                         1          2 0.0000000000
## MITF                                          1          2 0.0000000000
## IL2                                           1          2 0.0010620691
## CXCL8                                         1          2 0.0034784115
## JCHAIN                                        1          2 0.0000000000
## F5                                            1          2 0.0000000000
## VSIG4                                         1          2 0.0002738308
## THBD                                          1          2 0.0000000000
## POU2AF1                                       1          2 0.0016828244
## GZMM                                          1          2 0.0004167703
## FAM129C                                       1          2 0.0000000000
## PAX5                                          1          2 0.0103931854
## CXCL1                                         1          2 0.0000000000
## IL6R                                          1          2 0.0002121527
## CMKLR1                                        1          2 0.0011100162
## CD103.ITGAE.AHS0001.pAbO                      1          2 0.0275553146
## LILRB4                                        1          2 0.0023308254
## TNFRSF4                                       1          2 0.0145619618
## TPSAB1                                        1          2 0.0016770142
## CCR10                                         1          2 0.0000000000
## B3GAT1                                        1          2 0.0072592813
## TLR2                                          1          2 0.0003330228
## CXCL16                                        1          2 0.0262168991
## TLR9                                          1          2 0.0029891294
## CSF3                                          1          2 0.0005271120
## CHI3L2                                        1          2 0.0124372589
## CMTM2                                         1          2 0.0123117480
## IL1B                                          1          2 0.0022014731
## CD27                                          1          2 0.0021614806
## TCF4                                          1          2 0.0196277227
## CD160                                         1          2 0.0439180130
## TLR7                                          1          2 0.0005248670
## NT5E                                          1          2 0.0010424499
## TCF7                                          1          2 0.0045151451
## CD4.SK3.CD4.AHS0032.pAbO                      1          2 0.1010312424
## CD72                                          1          2 0.0372279420
## BACH2                                         1          2 0.1856484130
## CD80                                          1          2 0.1681415317
## CD22.CD22.AHS0195.pAbO                        1          2 0.2194489239
## CCL20                                         1          2 0.0029243223
## GIMAP5                                        1          2 0.8238652375
## PECAM1                                        1          2 0.4464279816
## TNFRSF18                                      1          2 0.0341710101
## CXCR5                                         1          2 0.0096227196
## THBS1                                         1          2 0.0382930632
## CD6                                           1          2 0.0325189182
## TRAT1                                         1          2 0.2321862242
## LTB                                           1          2 0.0342561489
## JUNB                                          1          2 0.1762044104
## FAM65B                                        1          2 0.1801441801
## FYN                                           1          2 2.5258654644
## IKZF2                                         1          2 0.0659196656
## IGKC                                          1          2 0.0394647134
## TNFSF8                                        1          2 0.1114774256
## CD3D                                          1          2 0.0807052470
## QPCT                                          1          2 0.1025752901
## CD102.ICAM2.AHS0155.pAbO                      1          2 0.4517388133
## IL13                                          1          2 0.1251595531
## FOSL1                                         1          2 0.0652569825
## VEGFA                                         1          2 0.4269918414
## NAMPT                                         1          2 0.6318847694
## CD28.CD28.2.CD28.AHS0024.pAbO                 1          2 0.0606485329
## TNFRSF1B                                      1          2 1.8029277548
## CD3E                                          1          2 3.0550952400
## CD86                                          1          2 0.1042453753
## IL3                                           1          2 0.0326778708
## FOXO1                                         1          2 0.1268734739
## TNFRSF25                                      1          2 0.0026975350
## IL23R                                         1          2 1.3913333617
## CD9                                           1          2 0.2551986733
## CD63                                          1          2 4.3039232429
## FASLG                                         1          2 0.5270752906
## IL1RN                                         1          2 0.0460471834
## ZBED2                                         1          2 0.0933273855
## ZBTB16                                        1          2 0.4609248655
## LIPA                                          1          2 0.8754803014
## LTA                                           1          2 0.6079648421
## PTGDR2                                        1          2 0.0128650999
## CD48                                          1          2 3.2236780631
## CCR8                                          1          2 0.0333386249
## CD3.SK7.CD3E.AHS0033.pAbO                     1          2 0.0772249577
## CNOT2                                         1          2 0.9390916181
## TIAF1                                         1          2 0.5888353940
## HAVCR2                                        1          2 2.6038571229
## MZB1                                          1          2 0.6242760980
## PMCH                                          1          2 0.0474247218
## ZNF683                                        1          2 0.1307231281
## CD33                                          1          2 0.2663294114
## CCR6                                          1          2 0.6504922687
## DUSP4                                         1          2 1.5979305263
## IL18R1                                        1          2 0.8426239967
## IL7R                                          1          2 0.0289430524
## STAT6                                         1          2 0.1232913180
## IgM.IGHM.AHS0198.pAbO                         1          2 0.2280659257
## RGS1                                          1          2 0.9164724949
## VNN2                                          1          2 0.5873601869
## NKG7                                          1          2 5.9386828048
## CD25.2A3.IL2RA.AHS0026.pAbO                   1          2 0.1646643796
## CD14.MPHIP9.CD14.AHS0037.pAbO                 1          2 0.1231858081
## CX3CR1.CX3CR1.AHS0125.pAbO                    1          2 0.1422866055
## BCL2A1                                        1          2 0.5662571124
## CXCR6                                         1          2 0.6610260965
## CD7                                           1          2 1.0497012635
## RORC                                          1          2 0.0227871886
## CBLB                                          1          2 0.5906531739
## IgG.IGHG1_2_3_4.AHS0059.pAbO                  1          2 1.1267080666
## CD335.NCR1.AHS0068.pAbO                       1          2 1.1067603824
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO     1          2 0.2257125071
## CCR7.CCR7.AHS0273.pAbO                        1          2 0.1883180918
## TNFRSF8                                       1          2 0.2020563952
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO            1          2 0.5666903471
## CTSD                                          1          2 0.7889000904
## CD45RO.PTPRC.AHS0036.pAbO                     1          2 0.4133553300
## CD40LG                                        1          2 0.0866920879
## CD279.EH12.1.PDCD1.AHS0014.pAbO               1          2 0.3723439693
## FYB                                           1          2 0.6075778498
## TSPAN32                                       1          2 0.0994313068
## BIN2                                          1          2 1.6518683620
## IRF8                                          1          2 2.6152261826
## LCK                                           1          2 2.3814640943
## DUSP1                                         1          2 0.3230876661
## LIF                                           1          2 0.6542296522
## CASP5                                         1          2 1.2360126736
## PTPRC                                         1          2 2.6090903622
## TNFSF14                                       1          2 1.2096095953
## ITGAX                                         1          2 1.8334025085
## SEMA7A                                        1          2 0.2455801076
## MYC                                           1          2 1.1920754507
## PIK3AP1                                       1          2 1.3300777437
## SPOCK2                                        1          2 0.5428151748
## TGFB1                                         1          2 0.5524236343
## TRIB2                                         1          2 0.7403279368
## IER3                                          1          2 0.7592154137
## KIT                                           1          2 0.8078405348
## FOSB                                          1          2 0.1481028577
## CCL1                                          1          2 0.7777504865
## CCL3                                          1          2 3.3136607460
## LGALS3                                        1          2 0.3734402433
## CD95.FAS.AHS0023.pAbO                         1          2 2.9151618723
## CD300A                                        1          2 1.6440722149
## BCL2                                          1          2 0.9390909188
## TNF                                           1          2 2.4745564554
## TXK                                           1          2 1.5049946009
## IFNG                                          1          2 0.7924550474
## IL4R                                          1          2 2.3319491669
## CD152.CTLA4.AHS0017.pAbO                      1          2 0.8681085644
## IL32                                          1          2 5.0393328841
## IL2RB                                         1          2 4.7529200973
## GLG1                                          1          2 0.5353274043
## PRDM1                                         1          2 1.0206794580
## XCL1                                          1          2 0.6730922645
## BIRC3                                         1          2 1.4715870741
## C10orf54                                      1          2 1.2394496980
## STAT3                                         1          2 0.7396314062
## CD39.ENTPD1.AHS0006.pAbO                      1          2 1.4251096507
## CD226.CD226.AHS0079.pAbO                      1          2 0.7405479036
## LAMP1                                         1          2 2.3301605267
## CCL4                                          1          2 4.6912911377
## EGR1                                          1          2 0.5467181646
## EGR3                                          1          2 0.5700459173
## FCER1G                                        1          2 3.9101454060
## SELPLG                                        1          2 2.4099356034
## IL2RA                                         1          2 1.5593890089
## ITK                                           1          2 1.2085497936
## ICAM1                                         1          2 1.3499653641
## PRF1                                          1          2 5.1786563836
## CD161.DX12.KLRB1.AHS0002.pAbO                 1          2 0.3401982754
## CD44                                          1          2 1.6987791514
## CCL5                                          1          2 3.3518275137
## CD69                                          1          2 1.3226923047
## DUSP2                                         1          2 1.4116881560
## PIK3IP1                                       1          2 0.6319319694
## CD69.CD69.AHS0010.pAbO                        1          2 1.9759914441
## CSF2                                          1          2 1.6345426906
## CD52                                          1          2 4.2392700462
## CCND2                                         1          2 3.1932199429
## CD37                                          1          2 1.8451801204
## BTG1                                          1          2 2.9720652475
## KLRB1                                         1          2 1.9983811515
##                                           other.average self.detected
## TYMS                                       1.180675e+00  0.9884686347
## KIAA0101                                   6.291093e-01  0.9709409594
## HMGB2                                      9.346124e-01  0.9709409594
## TOP2A                                      4.527700e-01  0.8918357934
## TK1                                        4.554718e-01  0.9142066421
## AURKB                                      3.367020e-01  0.8104243542
## UBE2C                                      2.555286e-01  0.7841328413
## PCNA                                       1.428292e+00  0.9501845018
## HMMR                                       1.224959e-01  0.6464483395
## CCNB1                                      2.371889e-01  0.6902675277
## MKI67                                      1.120979e-01  0.6097785978
## MCM4                                       5.958020e-01  0.7587638376
## MCM2                                       7.565260e-01  0.7769833948
## GAPDH                                      5.983992e+00  1.0000000000
## PTTG2                                      2.381185e-01  0.5977859779
## TRDC                                       2.237572e+00  0.9755535055
## PDIA6                                      1.985505e+00  0.9847785978
## ANXA5                                      1.973683e+00  0.9833948339
## HLA.DRA                                    8.588249e-01  0.7412361624
## ITGAE                                      6.752279e-01  0.7839022140
## CD74                                       3.878958e+00  0.9981549815
## HLA.DPA1                                   1.273124e+00  0.8616236162
## S100A10                                    2.860199e+00  0.9979243542
## Tim3.HAVCR2.AHS0016.pAbO                   2.312794e+00  1.0000000000
## HLA.DPB1                                   6.489169e-01  0.6662822878
## KLRC1                                      2.934306e+00  0.9822416974
## TMEM97                                     4.416876e-01  0.5959409594
## DPP4                                       6.915336e-01  0.7315498155
## RPN2                                       2.159786e+00  0.9838560886
## PYCR1                                      1.391693e-01  0.3717712177
## HLA.DRB3                                   4.467347e-01  0.5394372694
## CD94.KLRD1.AHS0085.pAbO                    1.766123e+00  0.9993081181
## CASP3                                      1.545664e+00  0.9425738007
## LAP3                                       1.403366e+00  0.9167435424
## PDIA4                                      8.896739e-01  0.7866697417
## PASK                                       1.971484e-01  0.3807656827
## CD314.KLRK1.AHS0065.pAbO                   1.372667e+00  1.0000000000
## GZMA                                       5.496094e+00  1.0000000000
## CD11b.ICRF44.ITGAM.AHS0184.pAbO            5.800787e-01  0.9852398524
## HLA.DMA                                    7.550863e-01  0.6978782288
## NCR3                                       1.971157e+00  0.9598708487
## CD38                                       1.873599e-01  0.3424815498
## HLA.DQA1                                   1.166058e+00  0.6383763838
## BAX                                        2.085794e+00  0.9686346863
## KLRK1                                      2.200061e+00  0.9760147601
## HLA.DQB1                                   5.377477e-01  0.5071494465
## CXCR4                                      2.178971e+00  0.9075184502
## ADA                                        9.896513e-01  0.7689114391
## HLA.DMB                                    5.576204e-01  0.5827952030
## KLRF1                                      1.404074e+00  0.8251845018
## TARP_refseq                                1.566371e+00  0.9052121771
## CD38.HIT2.CD38.AHS0022.pAbO                1.473155e+00  0.9986162362
## IFITM2                                     2.181228e+00  0.9529520295
## FBXO22                                     2.731526e-01  0.3980627306
## GNAI2                                      1.419466e+00  0.9026752768
## CD7.CD7.AHS0043.pAbO                       3.415598e+00  1.0000000000
## FAS                                        5.608685e-01  0.5846402214
## ITGB2                                      2.961026e+00  0.9838560886
## CXCR3                                      2.140071e+00  0.9605627306
## YBX3                                       2.814522e-01  0.3627767528
## CD18.ITGB2.AHS0091.pAbO                    2.770626e+00  1.0000000000
## APOBEC3G                                   3.324261e+00  0.9967712177
## HLA.C                                      6.523176e+00  1.0000000000
## CCR1                                       5.521208e-01  0.5435885609
## TNFSF10                                    3.327644e+00  0.9981549815
## IL12RB2                                    8.149193e-01  0.6575184502
## GNLY                                       7.217447e+00  1.0000000000
## XBP1                                       2.398871e+00  0.9665590406
## CD8.SK1.CD8A.AHS0228.pAbO                  1.027776e+00  0.9836254613
## IFITM3                                     1.586709e+00  0.8422509225
## CST7                                       2.889094e+00  0.9926199262
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO           3.154036e+00  1.0000000000
## GZMH                                       8.129139e-01  0.5894833948
## CD70                                       1.180505e+00  0.6439114391
## LGALS1                                     5.512209e+00  1.0000000000
## LYN                                        1.299484e+00  0.8759225092
## ATF6B                                      7.899826e-01  0.6969557196
## GIMAP2                                     7.397890e-01  0.6496771218
## CD8A                                       1.225383e+00  0.6236162362
## CD2.CD2.AHS0029.pAbO                       2.552223e+00  1.0000000000
## GZMK                                       2.125699e+00  0.9153597786
## KDELR1                                     1.298357e-01  0.2133302583
## NINJ2                                      8.818522e-01  0.6923431734
## CD19.SJ25C1.CD19.AHS0030.pAbO              2.056733e-01  0.8500922509
## CD2                                        3.174715e+00  0.9527214022
## FN1                                        3.804243e-01  0.3293357934
## CD45RA.HI100.PTPRC.AHS0009.pAbO            7.570082e-01  0.9534132841
## GAB2                                       3.409869e-01  0.3641605166
## EOMES                                      1.525498e-01  0.1994926199
## FTH1                                       1.400458e-01  0.2041051661
## STAT1                                      7.055041e-01  0.5885608856
## LAT2                                       1.674026e+00  0.8922970480
## RUNX3                                      3.067400e+00  0.9928505535
## BCL11B                                     1.618428e-01  0.2015682657
## GZMB                                       5.508129e+00  0.9995387454
## CXCL5                                      6.609919e-01  0.6023985240
## S1PR1                                      1.008868e-01  0.1392988930
## CLEC2D                                     1.191263e-01  0.1685885609
## KLRC3                                      6.064929e-01  0.4836254613
## ITGA4                                      5.332475e-01  0.4854704797
## KIR2DL1                                    1.737731e+00  0.7333948339
## CD26.DPP4.AHS0109.pAbO                     3.204863e+00  1.0000000000
## FOXP1                                      1.704179e-01  0.2094095941
## TRBC2                                      3.390491e+00  0.9972324723
## HLA.A                                      5.608390e+00  1.0000000000
## LEF1                                       5.763514e-01  0.4575645756
## CD81.CD81.AHS0021.pAbO                     2.536531e+00  1.0000000000
## IKZF1                                      1.250053e+00  0.8161900369
## FCGR3A                                     2.338508e+00  0.8355627306
## CCR5                                       8.645298e-01  0.6422970480
## CD215.IL15RA.AHS0212.pAbO                  7.206860e-01  0.9972324723
## IL1RL1                                     6.252287e-02  0.0975553506
## LAT                                        8.790331e-01  0.6782749077
## FUT4                                       8.535515e-02  0.1187730627
## CD33.WM53.CD33.AHS0044.pAbO                4.960071e-01  0.8955258303
## ENTPD1                                     9.559325e-01  0.6621309963
## CD244                                      1.169306e+00  0.7961254613
## CD5.UCHT2.CD5.AHS0047.pAbO                 1.160685e-01  0.7486162362
## ARL4C                                      1.771241e+00  0.9105166052
## RORA                                       1.481377e-01  0.1563653137
## TIGIT                                      9.079341e-01  0.6028597786
## NCAM1                                      2.394055e-01  0.2500000000
## ITGAM                                      1.103905e+00  0.7762915129
## CD127.IL7R.AHS0028.pAbO                    3.684338e-01  0.9787822878
## VPS28                                      1.268009e+00  0.8392527675
## IL15RA                                     3.407788e-01  0.3394833948
## LGALS9                                     3.323213e-01  0.3051199262
## ICOS                                       4.354829e-01  0.3911439114
## SLC25A37                                   2.068688e-02  0.0486623616
## RNASE6                                     3.164931e-02  0.0560424354
## IGBP1                                      7.791504e-01  0.6386070111
## SELL                                       8.071310e-02  0.0878690037
## IRF4                                       3.350911e-01  0.2587638376
## JUN                                        4.466084e-01  0.3775369004
## GIMAP7                                     7.287812e-02  0.0883302583
## CTSW                                       5.145403e+00  1.0000000000
## STAT4                                      1.687959e+00  0.9135147601
## PSEN1                                      2.895357e-01  0.2875922509
## SNCA                                       5.304472e-02  0.0714944649
## CD1D.CD1D.AHS0219.pAbO                     3.821626e-01  0.9838560886
## IL18                                       2.155848e-01  0.2066420664
## IFNGR1                                     8.028587e-01  0.6358394834
## KLRC4                                      1.138335e-01  0.1178505535
## STAT5A                                     7.093176e-01  0.5837177122
## IER5                                       3.475197e-02  0.0502767528
## ITGAL                                      1.662211e+00  0.9017527675
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO      6.714556e-01  0.9748616236
## CD247                                      1.238152e+00  0.7933579336
## LAIR2                                      4.036541e-01  0.2804428044
## FOXO3                                      1.802452e-01  0.1768911439
## TRAC                                       7.396115e-01  0.5011531365
## LAMP3                                      1.965503e-02  0.0309040590
## TNFSF13B                                   9.487937e-02  0.0931734317
## MGST1                                      6.832212e-02  0.0654981550
## IL12RB1                                    5.039589e-01  0.4423431734
## GATA3                                      3.750644e-02  0.0488929889
## CCR2                                       2.024615e-01  0.1651291513
## CD27.L128.CD27.AHS0249.pAbO                6.498523e-02  0.5274446494
## IL6                                        2.800318e-02  0.0334409594
## NRP1                                       4.798227e-02  0.0516605166
## IL15                                       1.188047e-01  0.1139298893
## CCR7                                       4.878174e-03  0.0126845018
## CD14                                       8.499389e-03  0.0163745387
## IL18RAP                                    8.630138e-01  0.6130073801
## IL9R                                       6.487992e-02  0.0657287823
## TNFSF13                                    9.714674e-02  0.0961715867
## CD1A                                       4.745826e-03  0.0124538745
## KLRG1                                      5.388853e-02  0.0495848708
## CTSG                                       1.429918e-03  0.0085332103
## OAS1                                       2.581024e-01  0.2250922509
## CX3CR1                                     3.972168e-02  0.0334409594
## LAG3                                       4.074493e-02  0.0369003690
## CXCR1                                      2.342204e-03  0.0069188192
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO        7.763906e-02  0.6000922509
## ADGRG3                                     6.833819e-01  0.4416512915
## TBX21                                      1.493610e+00  0.8235701107
## CD40.CD40.AHS0117.pAbO                     9.075048e-03  0.1040129151
## ADGRE1                                     3.932209e-03  0.0073800738
## ZAP70                                      8.383921e-02  0.0837177122
## TGFBI                                      9.188744e-03  0.0115313653
## IL3RA                                      1.437839e-01  0.1148523985
## CD34.581.CD34.AHS0061.pAbO                 1.988274e-01  0.8929889299
## SLAMF1                                     5.554152e-03  0.0085332103
## BCL6                                       1.415135e-02  0.0156826568
## TGFB3                                      7.245936e-03  0.0080719557
## TNFRSF9                                    1.320121e-02  0.0152214022
## TNFRSF13C                                  1.269451e-03  0.0027675277
## CD8B                                       7.304831e-03  0.0062269373
## DOCK8                                      1.970070e+00  0.9522601476
## LY86                                       7.528327e-03  0.0080719557
## IGHM_membrane                              7.524597e-04  0.0023062731
## CTLA4                                      1.853377e-02  0.0170664207
## CD4                                        9.447941e-04  0.0020756458
## IL5                                        5.555839e-04  0.0016143911
## AIM2                                       2.186084e-02  0.0237546125
## IGHM_secreted                              2.905681e-04  0.0013837638
## CD79B                                      7.562948e-02  0.0625000000
## IGHA1_secreted                             2.643549e-02  0.0216789668
## CCL2                                       5.905826e-04  0.0011531365
## VMO1                                       3.595290e-03  0.0041512915
## BTLA                                       0.000000e+00  0.0006918819
## MMP9                                       5.005840e-05  0.0006918819
## CD1C                                       7.426235e-05  0.0006918819
## TREM1                                      1.207736e-03  0.0018450185
## CLEC4E                                     2.130776e-05  0.0004612546
## FOXP3                                      5.330634e-02  0.0339022140
## PI3                                        8.021500e-05  0.0004612546
## PDCD1                                      2.062296e-03  0.0023062731
## CD5                                        2.887263e-03  0.0023062731
## CXCR2                                      1.526884e-03  0.0013837638
## ARG1                                       0.000000e+00  0.0002306273
## CD36                                       0.000000e+00  0.0002306273
## CNTNAP3                                    0.000000e+00  0.0002306273
## FLT3                                       0.000000e+00  0.0002306273
## IGHG1_secreted                             0.000000e+00  0.0002306273
## IGHG3_secreted                             0.000000e+00  0.0002306273
## RNASE2                                     0.000000e+00  0.0002306273
## CCR3                                       1.279219e-02  0.0094557196
## CCR4                                       3.712737e-05  0.0002306273
## IFNA1                                      3.673261e-05  0.0002306273
## CD163                                      7.185673e-05  0.0002306273
## IL12A                                      7.684043e-04  0.0009225092
## CD24                                       2.292247e-03  0.0025369004
## S100A9                                     8.352943e-04  0.0011531365
## IL4                                        5.810838e-03  0.0027675277
## CD274                                      3.531308e-02  0.0373616236
## ALAS2                                      0.000000e+00  0.0000000000
## APOE                                       0.000000e+00  0.0000000000
## AQP9                                       0.000000e+00  0.0000000000
## AZU1                                       0.000000e+00  0.0000000000
## BLK                                        0.000000e+00  0.0000000000
## BLNK                                       0.000000e+00  0.0000000000
## BPI                                        0.000000e+00  0.0000000000
## C1QA                                       0.000000e+00  0.0000000000
## C1QB                                       0.000000e+00  0.0000000000
## CCL13                                      0.000000e+00  0.0000000000
## CCL17                                      0.000000e+00  0.0000000000
## CCL19                                      0.000000e+00  0.0000000000
## CCR9                                       0.000000e+00  0.0000000000
## CD1B                                       0.000000e+00  0.0000000000
## CD209                                      0.000000e+00  0.0000000000
## CD22                                       0.000000e+00  0.0000000000
## CD34                                       0.000000e+00  0.0000000000
## CEACAM8                                    0.000000e+00  0.0000000000
## CHI3L1                                     0.000000e+00  0.0000000000
## CLC                                        0.000000e+00  0.0000000000
## CLEC10A                                    0.000000e+00  0.0000000000
## CPA3                                       0.000000e+00  0.0000000000
## CXCL11                                     0.000000e+00  0.0000000000
## CXCL13                                     0.000000e+00  0.0000000000
## CXCL9                                      0.000000e+00  0.0000000000
## DEFA3                                      0.000000e+00  0.0000000000
## DEFA4                                      0.000000e+00  0.0000000000
## EBF1                                       0.000000e+00  0.0000000000
## ELANE                                      0.000000e+00  0.0000000000
## F13A1                                      0.000000e+00  0.0000000000
## FCER1A                                     0.000000e+00  0.0000000000
## FCER2                                      0.000000e+00  0.0000000000
## FCN1                                       0.000000e+00  0.0000000000
## GHR                                        0.000000e+00  0.0000000000
## IGHD_membrane                              0.000000e+00  0.0000000000
## IGHE_secreted                              0.000000e+00  0.0000000000
## IGHG1_membrane                             0.000000e+00  0.0000000000
## IGHG2_secreted                             0.000000e+00  0.0000000000
## IGHG4_secreted                             0.000000e+00  0.0000000000
## IGLC3                                      0.000000e+00  0.0000000000
## IL17A                                      0.000000e+00  0.0000000000
## IL17F                                      0.000000e+00  0.0000000000
## IL21                                       0.000000e+00  0.0000000000
## IL25                                       0.000000e+00  0.0000000000
## IL31                                       0.000000e+00  0.0000000000
## IL33                                       0.000000e+00  0.0000000000
## IL9                                        0.000000e+00  0.0000000000
## MME                                        0.000000e+00  0.0000000000
## MMP12                                      0.000000e+00  0.0000000000
## S100A12                                    0.000000e+00  0.0000000000
## TCL1A                                      0.000000e+00  0.0000000000
## TLR8                                       0.000000e+00  0.0000000000
## TNFRSF17                                   0.000000e+00  0.0000000000
## VPREB3                                     0.000000e+00  0.0000000000
## AOC3                                       3.519070e-05  0.0000000000
## EPX                                        3.589194e-05  0.0000000000
## IL22                                       2.552763e-04  0.0000000000
## LRRC32                                     5.082508e-05  0.0000000000
## CXCL2                                      9.173893e-05  0.0000000000
## MS4A1                                      9.173210e-05  0.0000000000
## CD40                                       1.237791e-03  0.0009225092
## CXCL3                                      1.339175e-04  0.0000000000
## SPP1                                       7.051052e-05  0.0000000000
## CD3G                                       2.322841e-03  0.0018450185
## SLC7A7                                     1.606389e-03  0.0016143911
## IL1R2                                      1.229178e-04  0.0000000000
## CR2                                        1.988928e-04  0.0000000000
## KCNE3                                      1.921305e-04  0.0000000000
## CD200                                      6.758814e-04  0.0004612546
## CD79A                                      6.381131e-03  0.0057656827
## CLEC4D                                     2.243386e-04  0.0000000000
## CXCL10                                     6.603020e-04  0.0002306273
## CD28                                       9.220238e-04  0.0004612546
## CCL22                                      2.961682e-04  0.0000000000
## MITF                                       3.129606e-04  0.0000000000
## IL2                                        2.024369e-03  0.0011531365
## CXCL8                                      9.071109e-03  0.0034594096
## JCHAIN                                     6.258622e-04  0.0000000000
## F5                                         4.188456e-04  0.0000000000
## VSIG4                                      7.217849e-04  0.0004612546
## THBD                                       4.292532e-04  0.0000000000
## POU2AF1                                    2.417634e-03  0.0020756458
## GZMM                                       1.085754e-03  0.0002306273
## FAM129C                                    6.942850e-04  0.0000000000
## PAX5                                       1.364525e-02  0.0124538745
## CXCL1                                      8.792592e-04  0.0000000000
## IL6R                                       8.267765e-04  0.0002306273
## CMKLR1                                     1.958146e-03  0.0011531365
## CD103.ITGAE.AHS0001.pAbO                   2.960850e-02  0.2880535055
## LILRB4                                     3.038558e-03  0.0023062731
## TNFRSF4                                    1.836715e-02  0.0170664207
## TPSAB1                                     3.078901e-03  0.0016143911
## CCR10                                      1.741035e-03  0.0000000000
## B3GAT1                                     1.157882e-02  0.0073800738
## TLR2                                       2.949858e-03  0.0004612546
## CXCL16                                     3.269952e-02  0.0285977860
## TLR9                                       6.630576e-03  0.0039206642
## CSF3                                       3.108153e-03  0.0004612546
## CHI3L2                                     1.871410e-02  0.0138376384
## CMTM2                                      1.784080e-02  0.0133763838
## IL1B                                       6.646302e-03  0.0023062731
## CD27                                       7.294908e-03  0.0023062731
## TCF4                                       2.606611e-02  0.0214483395
## CD160                                      5.845220e-02  0.0398985240
## TLR7                                       5.877191e-03  0.0006918819
## NT5E                                       7.382082e-03  0.0011531365
## TCF7                                       9.949648e-03  0.0050738007
## CD4.SK3.CD4.AHS0032.pAbO                   1.030482e-01  0.5389760148
## CD72                                       4.552019e-02  0.0412822878
## BACH2                                      2.065135e-01  0.1851937269
## CD80                                       1.825558e-01  0.1614391144
## CD22.CD22.AHS0195.pAbO                     2.228917e-01  0.9026752768
## CCL20                                      1.321879e-02  0.0027675277
## GIMAP5                                     8.767746e-01  0.5897140221
## PECAM1                                     4.863416e-01  0.3837638376
## TNFRSF18                                   4.856558e-02  0.0387453875
## CXCR5                                      2.587098e-02  0.0096863469
## THBS1                                      5.747754e-02  0.0369003690
## CD6                                        5.078764e-02  0.0202952030
## TRAT1                                      2.614128e-01  0.1579797048
## LTB                                        5.489019e-02  0.0369003690
## JUNB                                       2.021482e-01  0.1761992620
## FAM65B                                     2.236389e-01  0.1791974170
## FYN                                        2.515933e+00  0.9806273063
## IKZF2                                      9.141930e-02  0.0675738007
## IGKC                                       7.104342e-02  0.0276752768
## TNFSF8                                     1.524212e-01  0.0952490775
## CD3D                                       1.151796e-01  0.0428966790
## QPCT                                       1.297545e-01  0.0966328413
## CD102.ICAM2.AHS0155.pAbO                   4.700312e-01  0.9732472325
## IL13                                       2.039223e-01  0.0871771218
## FOSL1                                      8.477310e-02  0.0721863469
## VEGFA                                      4.977770e-01  0.3521678967
## NAMPT                                      6.923103e-01  0.4930811808
## CD28.CD28.2.CD28.AHS0024.pAbO              6.506724e-02  0.5239852399
## TNFRSF1B                                   1.809039e+00  0.9017527675
## CD3E                                       3.060377e+00  0.9863929889
## CD86                                       1.323261e-01  0.0908671587
## IL3                                        8.191744e-02  0.0325184502
## FOXO1                                      1.708116e-01  0.1213099631
## TNFRSF25                                   4.005226e-02  0.0025369004
## IL23R                                      1.417774e+00  0.8302583026
## CD9                                        2.945824e-01  0.1736623616
## CD63                                       4.305889e+00  0.9997693727
## FASLG                                      5.756185e-01  0.4520295203
## IL1RN                                      7.702425e-02  0.0435885609
## ZBED2                                      1.395988e-01  0.0823339483
## ZBTB16                                     5.171593e-01  0.3897601476
## LIPA                                       9.082603e-01  0.6706642066
## LTA                                        7.221774e-01  0.4345018450
## PTGDR2                                     7.257935e-02  0.0103782288
## CD48                                       3.248511e+00  0.9942343173
## CCR8                                       6.956267e-02  0.0373616236
## CD3.SK7.CD3E.AHS0033.pAbO                  8.423708e-02  0.5714944649
## CNOT2                                      9.713257e-01  0.7073339483
## TIAF1                                      6.447135e-01  0.5089944649
## HAVCR2                                     2.618959e+00  0.9718634686
## MZB1                                       6.832295e-01  0.4744003690
## PMCH                                       9.930048e-02  0.0290590406
## ZNF683                                     1.996756e-01  0.0880996310
## CD33                                       3.269159e-01  0.2493081181
## CCR6                                       7.428287e-01  0.4506457565
## DUSP4                                      1.649853e+00  0.7889760148
## IL18R1                                     9.048098e-01  0.6261531365
## IL7R                                       1.026370e-01  0.0216789668
## STAT6                                      1.752529e-01  0.1309963100
## IgM.IGHM.AHS0198.pAbO                      2.357959e-01  0.9146678967
## RGS1                                       1.021342e+00  0.5382841328
## VNN2                                       6.688075e-01  0.4875461255
## NKG7                                       5.825145e+00  0.9997693727
## CD25.2A3.IL2RA.AHS0026.pAbO                1.878331e-01  0.6967250923
## CD14.MPHIP9.CD14.AHS0037.pAbO              1.320820e-01  0.7742158672
## CX3CR1.CX3CR1.AHS0125.pAbO                 1.514924e-01  0.8028136531
## BCL2A1                                     6.952185e-01  0.4432656827
## CXCR6                                      8.039699e-01  0.3992158672
## CD7                                        1.120493e+00  0.7112546125
## RORC                                       1.667425e-01  0.0161439114
## CBLB                                       6.766097e-01  0.4923892989
## IgG.IGHG1_2_3_4.AHS0059.pAbO               1.189810e+00  0.9986162362
## CD335.NCR1.AHS0068.pAbO                    1.153477e+00  0.9990774908
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO  2.389353e-01  0.9280442804
## CCR7.CCR7.AHS0273.pAbO                     2.002314e-01  0.8766143911
## TNFRSF8                                    2.994222e-01  0.1591328413
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO         5.837915e-01  0.9910055351
## CTSD                                       8.797988e-01  0.5853321033
## CD45RO.PTPRC.AHS0036.pAbO                  4.298238e-01  0.9829335793
## CD40LG                                     1.830824e-01  0.0744926199
## CD279.EH12.1.PDCD1.AHS0014.pAbO            3.900941e-01  0.9368081181
## FYB                                        7.114100e-01  0.5048431734
## TSPAN32                                    1.838549e-01  0.1067804428
## BIN2                                       1.721111e+00  0.9059040590
## IRF8                                       2.654643e+00  0.9564114391
## LCK                                        2.441700e+00  0.9677121771
## DUSP1                                      4.819007e-01  0.2746771218
## LIF                                        8.606865e-01  0.4573339483
## CASP5                                      1.326386e+00  0.8007380074
## PTPRC                                      2.675318e+00  0.9854704797
## TNFSF14                                    1.323866e+00  0.7693726937
## ITGAX                                      1.985391e+00  0.8570110701
## SEMA7A                                     3.500808e-01  0.2324723247
## MYC                                        1.395715e+00  0.6819649446
## PIK3AP1                                    1.476218e+00  0.7714483395
## SPOCK2                                     7.668203e-01  0.3404059041
## TGFB1                                      7.038799e-01  0.4504151292
## TRIB2                                      8.937858e-01  0.5691881919
## IER3                                       9.797577e-01  0.5295202952
## KIT                                        1.083605e+00  0.4707103321
## FOSB                                       3.153814e-01  0.1307656827
## CCL1                                       1.189879e+00  0.5032287823
## CCL3                                       3.668895e+00  0.9617158672
## LGALS3                                     6.044760e-01  0.2984317343
## CD95.FAS.AHS0023.pAbO                      2.991161e+00  1.0000000000
## CD300A                                     1.837736e+00  0.8302583026
## BCL2                                       1.107231e+00  0.6861162362
## TNF                                        2.773278e+00  0.9305811808
## TXK                                        1.689729e+00  0.8556273063
## IFNG                                       1.202062e+00  0.5671125461
## IL4R                                       2.495984e+00  0.9667896679
## CD152.CTLA4.AHS0017.pAbO                   9.123475e-01  0.9995387454
## IL32                                       5.420586e+00  0.9940036900
## IL2RB                                      4.886761e+00  0.9997693727
## GLG1                                       7.105009e-01  0.4734778598
## PRDM1                                      1.210767e+00  0.6928044280
## XCL1                                       9.648974e-01  0.4882380074
## BIRC3                                      1.738061e+00  0.7636070111
## C10orf54                                   1.445378e+00  0.7629151292
## STAT3                                      9.236303e-01  0.5934040590
## CD39.ENTPD1.AHS0006.pAbO                   1.640223e+00  0.9970018450
## CD226.CD226.AHS0079.pAbO                   8.336906e-01  0.9787822878
## LAMP1                                      2.492877e+00  0.9801660517
## CCL4                                       5.233822e+00  0.9956180812
## EGR1                                       9.269544e-01  0.3544741697
## EGR3                                       1.002556e+00  0.3357933579
## FCER1G                                     4.109734e+00  0.9967712177
## SELPLG                                     2.618758e+00  0.9617158672
## IL2RA                                      1.859198e+00  0.7809040590
## ITK                                        1.413071e+00  0.7915129151
## ICAM1                                      1.713709e+00  0.7700645756
## PRF1                                       5.318094e+00  0.9997693727
## CD161.DX12.KLRB1.AHS0002.pAbO              4.146453e-01  0.9499538745
## CD44                                       2.007596e+00  0.8457103321
## CCL5                                       3.808883e+00  0.9801660517
## CD69                                       1.749643e+00  0.7566881919
## DUSP2                                      1.937673e+00  0.6595940959
## PIK3IP1                                    1.150935e+00  0.4501845018
## CD69.CD69.AHS0010.pAbO                     2.240737e+00  1.0000000000
## CSF2                                       2.447559e+00  0.7947416974
## CD52                                       4.646422e+00  0.9988468635
## CCND2                                      3.508797e+00  0.9930811808
## CD37                                       2.259735e+00  0.9365774908
## BTG1                                       3.498569e+00  0.9921586716
## KLRB1                                      3.013334e+00  0.8639298893
##                                           other.detected mean.logFC.cohen
## TYMS                                        5.924835e-01     2.366951e+00
## KIAA0101                                    3.763902e-01     2.412744e+00
## HMGB2                                       5.605989e-01     2.195758e+00
## TOP2A                                       3.151074e-01     1.997722e+00
## TK1                                         2.875346e-01     1.976918e+00
## AURKB                                       2.393929e-01     1.807978e+00
## UBE2C                                       1.850545e-01     1.660352e+00
## PCNA                                        7.260276e-01     1.424841e+00
## HMMR                                        1.070914e-01     1.331183e+00
## CCNB1                                       1.828003e-01     1.227186e+00
## MKI67                                       1.009453e-01     1.203549e+00
## MCM4                                        3.876073e-01     9.837076e-01
## MCM2                                        4.457660e-01     9.327865e-01
## GAPDH                                       1.000000e+00     9.027104e-01
## PTTG2                                       2.031313e-01     9.014011e-01
## TRDC                                        9.114746e-01     7.368248e-01
## PDIA6                                       9.135066e-01     7.385241e-01
## ANXA5                                       9.020110e-01     6.797765e-01
## HLA.DRA                                     4.703100e-01     7.145982e-01
## ITGAE                                       4.967334e-01     6.824312e-01
## CD74                                        9.893749e-01     6.111239e-01
## HLA.DPA1                                    6.904416e-01     6.241894e-01
## S100A10                                     9.826683e-01     6.014551e-01
## Tim3.HAVCR2.AHS0016.pAbO                    9.995726e-01     5.709260e-01
## HLA.DPB1                                    4.272480e-01     5.948774e-01
## KLRC1                                       9.578795e-01     4.608676e-01
## TMEM97                                      3.230045e-01     5.560897e-01
## DPP4                                        5.013771e-01     4.879040e-01
## RPN2                                        9.389931e-01     4.748910e-01
## PYCR1                                       1.286683e-01     5.659776e-01
## HLA.DRB3                                    3.210876e-01     5.178788e-01
## CD94.KLRD1.AHS0085.pAbO                     9.969402e-01     5.151040e-01
## CASP3                                       8.444822e-01     4.245616e-01
## LAP3                                        8.113675e-01     4.103636e-01
## PDIA4                                       6.093015e-01     3.991981e-01
## PASK                                        1.722443e-01     4.288376e-01
## CD314.KLRK1.AHS0065.pAbO                    9.993256e-01     3.657482e-01
## GZMA                                        9.993201e-01     4.194800e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO             9.596564e-01     3.409956e-01
## HLA.DMA                                     5.264712e-01     3.480075e-01
## NCR3                                        8.884817e-01     3.560641e-01
## CD38                                        1.589734e-01     4.217118e-01
## HLA.DQA1                                    5.311940e-01     4.021956e-01
## BAX                                         9.165957e-01     3.461209e-01
## KLRK1                                       9.365955e-01     3.178832e-01
## HLA.DQB1                                    3.581462e-01     3.783518e-01
## CXCR4                                       7.666915e-01     3.035645e-01
## ADA                                         6.306767e-01     3.037490e-01
## HLA.DMB                                     4.143893e-01     3.170390e-01
## KLRF1                                       6.913552e-01     3.767365e-01
## TARP_refseq                                 8.008295e-01     2.855995e-01
## CD38.HIT2.CD38.AHS0022.pAbO                 9.972512e-01     3.052632e-01
## IFITM2                                      8.987045e-01     2.767808e-01
## FBXO22                                      2.463857e-01     2.753492e-01
## GNAI2                                       8.025642e-01     2.782005e-01
## CD7.CD7.AHS0043.pAbO                        1.000000e+00     2.203520e-01
## FAS                                         4.340280e-01     2.510397e-01
## ITGB2                                       9.179912e-01     3.823960e-01
## CXCR3                                       8.889085e-01     2.838825e-01
## YBX3                                        2.361377e-01     2.627873e-01
## CD18.ITGB2.AHS0091.pAbO                     9.995726e-01     4.390009e-01
## APOBEC3G                                    9.890549e-01     2.382738e-01
## HLA.C                                       1.000000e+00     2.419745e-01
## CCR1                                        3.998108e-01     2.307148e-01
## TNFSF10                                     9.891272e-01     2.153241e-01
## IL12RB2                                     5.115845e-01     2.447776e-01
## GNLY                                        1.000000e+00     1.835828e-01
## XBP1                                        9.420991e-01     1.962624e-01
## CD8.SK1.CD8A.AHS0228.pAbO                   9.714122e-01     2.536771e-01
## IFITM3                                      7.554238e-01     2.311929e-01
## CST7                                        9.674778e-01     2.181476e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO            1.000000e+00     1.538687e-01
## GZMH                                        4.702976e-01     2.240835e-01
## CD70                                        5.603328e-01     2.102944e-01
## LGALS1                                      9.998797e-01     1.766285e-01
## LYN                                         7.806065e-01     1.972410e-01
## ATF6B                                       5.732267e-01     1.812888e-01
## GIMAP2                                      5.165416e-01     1.916460e-01
## CD8A                                        5.379834e-01     2.143095e-01
## CD2.CD2.AHS0029.pAbO                        9.995726e-01     1.822582e-01
## GZMK                                        7.979334e-01     2.705601e-01
## KDELR1                                      1.214520e-01     2.005530e-01
## NINJ2                                       5.819744e-01     1.713454e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO               7.801160e-01     1.413694e-01
## CD2                                         9.198959e-01     1.900310e-01
## FN1                                         2.453766e-01     1.996488e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO             9.360015e-01     1.459129e-01
## GAB2                                        2.745589e-01     1.267147e-01
## EOMES                                       1.237772e-01     1.790541e-01
## FTH1                                        1.309343e-01     1.548812e-01
## STAT1                                       4.843712e-01     1.189875e-01
## LAT2                                        8.204935e-01     1.360210e-01
## RUNX3                                       9.866650e-01     1.327073e-01
## BCL11B                                      1.349196e-01     1.498009e-01
## GZMB                                        9.977370e-01     8.329318e-02
## CXCL5                                       5.099592e-01     1.030576e-01
## S1PR1                                       8.034236e-02     1.520767e-01
## CLEC2D                                      1.095077e-01     1.367755e-01
## KLRC3                                       4.081314e-01     9.343461e-02
## ITGA4                                       3.937205e-01     9.404144e-02
## KIR2DL1                                     6.637085e-01     1.428235e-01
## CD26.DPP4.AHS0109.pAbO                      1.000000e+00     1.271385e-01
## FOXP1                                       1.515416e-01     8.433277e-02
## TRBC2                                       9.981570e-01     8.171699e-02
## HLA.A                                       1.000000e+00     9.930930e-02
## LEF1                                        3.852275e-01     7.111514e-02
## CD81.CD81.AHS0021.pAbO                      1.000000e+00     7.411478e-02
## IKZF1                                       7.339881e-01     1.004573e-01
## FCGR3A                                      7.770216e-01     1.367922e-01
## CCR5                                        5.560795e-01     8.830966e-02
## CD215.IL15RA.AHS0212.pAbO                   9.989063e-01     4.476679e-02
## IL1RL1                                      5.876662e-02     1.187885e-01
## LAT                                         5.860381e-01     7.699059e-02
## FUT4                                        8.037689e-02     9.163622e-02
## CD33.WM53.CD33.AHS0044.pAbO                 8.606981e-01     1.144895e-01
## ENTPD1                                      5.909229e-01     6.656971e-02
## CD244                                       7.142914e-01     8.310327e-02
## CD5.UCHT2.CD5.AHS0047.pAbO                  6.947829e-01     4.528139e-02
## ARL4C                                       8.482713e-01     1.001597e-01
## RORA                                        1.174288e-01     6.322955e-02
## TIGIT                                       5.333854e-01     8.462418e-02
## NCAM1                                       2.040064e-01     3.391526e-02
## ITGAM                                       6.959390e-01     7.027837e-02
## CD127.IL7R.AHS0028.pAbO                     9.690705e-01     5.813364e-02
## VPS28                                       7.746671e-01     7.962005e-02
## IL15RA                                      2.942367e-01     3.493223e-02
## LGALS9                                      2.580148e-01     3.005165e-02
## ICOS                                        3.349796e-01     2.158454e-02
## SLC25A37                                    2.069143e-02     1.363363e-01
## RNASE6                                      2.812019e-02     1.094938e-01
## IGBP1                                       5.648384e-01     4.924823e-02
## SELL                                        5.997457e-02     9.248722e-02
## IRF4                                        2.238915e-01     5.367043e-02
## JUN                                         3.353104e-01     2.602224e-02
## GIMAP7                                      6.035830e-02     6.753653e-02
## CTSW                                        9.998737e-01     9.238338e-02
## STAT4                                       8.680926e-01     6.995481e-02
## PSEN1                                       2.454725e-01     1.874279e-02
## SNCA                                        4.699446e-02     8.527225e-02
## CD1D.CD1D.AHS0219.pAbO                      9.715031e-01     4.720814e-02
## IL18                                        1.747039e-01     2.982178e-02
## IFNGR1                                      5.656236e-01     3.474720e-02
## KLRC4                                       9.624229e-02     2.919980e-02
## STAT5A                                      5.143105e-01     1.016019e-02
## IER5                                        3.305658e-02     4.874587e-02
## ITGAL                                       8.532222e-01     5.167790e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO       9.643643e-01     4.436341e-02
## CD247                                       7.132563e-01     6.260275e-02
## LAIR2                                       2.580357e-01     2.034129e-02
## FOXO3                                       1.545939e-01    -4.779746e-03
## TRAC                                        4.614418e-01     4.647970e-02
## LAMP3                                       1.830921e-02     7.061361e-02
## TNFSF13B                                    7.863437e-02     5.510134e-03
## MGST1                                       5.318435e-02     8.771830e-02
## IL12RB1                                     3.977986e-01     3.985986e-03
## GATA3                                       3.683148e-02     3.518387e-02
## CCR2                                        1.478510e-01     2.353664e-02
## CD27.L128.CD27.AHS0249.pAbO                 4.827117e-01    -2.467914e-02
## IL6                                         2.171514e-02     4.961575e-02
## NRP1                                        4.209784e-02     2.804985e-02
## IL15                                        1.024508e-01    -4.171346e-03
## CCR7                                        4.133268e-03     8.404633e-02
## CD14                                        8.200019e-03     6.401279e-02
## IL18RAP                                     5.634169e-01     3.787574e-03
## IL9R                                        5.696126e-02     1.470925e-02
## TNFSF13                                     8.677913e-02    -2.267179e-03
## CD1A                                        5.198832e-03     7.939201e-02
## KLRG1                                       4.183546e-02     5.001650e-02
## CTSG                                        1.522309e-03     9.524943e-02
## OAS1                                        2.074437e-01    -1.022186e-02
## CX3CR1                                      2.715228e-02     1.110388e-02
## LAG3                                        3.155640e-02     4.620458e-02
## CXCR1                                       1.903765e-03     6.662116e-02
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO         5.626479e-01    -1.380305e-02
## ADGRG3                                      4.104251e-01    -1.413379e-03
## TBX21                                       7.497447e-01     1.291085e-02
## CD40.CD40.AHS0117.pAbO                      9.797414e-02    -1.505800e-02
## ADGRE1                                      3.553369e-03     4.356989e-02
## ZAP70                                       7.781429e-02    -2.862858e-02
## TGFBI                                       8.188370e-03     1.608573e-02
## IL3RA                                       1.111931e-01     7.032990e-03
## CD34.581.CD34.AHS0061.pAbO                  8.694240e-01    -5.810175e-03
## SLAMF1                                      6.220675e-03     2.833679e-02
## BCL6                                        1.333797e-02     4.711090e-03
## TGFB3                                       5.977580e-03     1.455540e-02
## TNFRSF9                                     1.358679e-02     3.895166e-02
## TNFRSF13C                                   1.211127e-03     3.915585e-02
## CD8B                                        4.728763e-03     1.937930e-02
## DOCK8                                       9.216438e-01     4.539112e-02
## LY86                                        6.622882e-03     1.545303e-02
## IGHM_membrane                               9.567970e-04     4.172161e-02
## CTLA4                                       1.572421e-02     1.889527e-02
## CD4                                         7.471589e-04     3.440148e-02
## IL5                                         3.330101e-04     3.561208e-02
## AIM2                                        2.253199e-02     3.528359e-03
## IGHM_secreted                               2.421403e-04     3.747587e-02
## CD79B                                       6.028032e-02     1.168634e-02
## IGHA1_secreted                              2.065938e-02     4.324830e-03
## CCL2                                        3.787560e-04     2.471932e-02
## VMO1                                        3.421354e-03     7.696284e-03
## BTLA                                        0.000000e+00     3.510794e-02
## MMP9                                        3.481288e-05     3.311286e-02
## CD1C                                        1.044386e-04     3.190832e-02
## TREM1                                       1.418918e-03     2.088441e-02
## CLEC4E                                      5.714286e-05     2.659293e-02
## FOXP3                                       3.328988e-02    -1.913384e-03
## PI3                                         9.195574e-05     2.468570e-02
## PDCD1                                       1.939937e-03     1.841645e-02
## CD5                                         2.035183e-03     1.714503e-02
## CXCR2                                       1.140486e-03     4.327393e-03
## ARG1                                        0.000000e+00     2.147684e-02
## CD36                                        0.000000e+00     2.147684e-02
## CNTNAP3                                     0.000000e+00     2.147684e-02
## FLT3                                        0.000000e+00     2.147684e-02
## IGHG1_secreted                              0.000000e+00     2.147684e-02
## IGHG3_secreted                              0.000000e+00     2.147684e-02
## RNASE2                                      0.000000e+00     2.147684e-02
## CCR3                                        9.204617e-03     4.177944e-03
## CCR4                                        3.481288e-05     1.768706e-02
## IFNA1                                       3.481288e-05     1.726277e-02
## CD163                                       6.962576e-05     1.663642e-02
## IL12A                                       7.923249e-04     1.027633e-02
## CD24                                        2.420162e-03     8.016562e-03
## S100A9                                      1.042216e-03     1.599730e-02
## IL4                                         2.725746e-03    -1.818447e-03
## CD274                                       3.721816e-02    -8.622637e-03
## ALAS2                                       0.000000e+00     0.000000e+00
## APOE                                        0.000000e+00     0.000000e+00
## AQP9                                        0.000000e+00     0.000000e+00
## AZU1                                        0.000000e+00     0.000000e+00
## BLK                                         0.000000e+00     0.000000e+00
## BLNK                                        0.000000e+00     0.000000e+00
## BPI                                         0.000000e+00     0.000000e+00
## C1QA                                        0.000000e+00     0.000000e+00
## C1QB                                        0.000000e+00     0.000000e+00
## CCL13                                       0.000000e+00     0.000000e+00
## CCL17                                       0.000000e+00     0.000000e+00
## CCL19                                       0.000000e+00     0.000000e+00
## CCR9                                        0.000000e+00     0.000000e+00
## CD1B                                        0.000000e+00     0.000000e+00
## CD209                                       0.000000e+00     0.000000e+00
## CD22                                        0.000000e+00     0.000000e+00
## CD34                                        0.000000e+00     0.000000e+00
## CEACAM8                                     0.000000e+00     0.000000e+00
## CHI3L1                                      0.000000e+00     0.000000e+00
## CLC                                         0.000000e+00     0.000000e+00
## CLEC10A                                     0.000000e+00     0.000000e+00
## CPA3                                        0.000000e+00     0.000000e+00
## CXCL11                                      0.000000e+00     0.000000e+00
## CXCL13                                      0.000000e+00     0.000000e+00
## CXCL9                                       0.000000e+00     0.000000e+00
## DEFA3                                       0.000000e+00     0.000000e+00
## DEFA4                                       0.000000e+00     0.000000e+00
## EBF1                                        0.000000e+00     0.000000e+00
## ELANE                                       0.000000e+00     0.000000e+00
## F13A1                                       0.000000e+00     0.000000e+00
## FCER1A                                      0.000000e+00     0.000000e+00
## FCER2                                       0.000000e+00     0.000000e+00
## FCN1                                        0.000000e+00     0.000000e+00
## GHR                                         0.000000e+00     0.000000e+00
## IGHD_membrane                               0.000000e+00     0.000000e+00
## IGHE_secreted                               0.000000e+00     0.000000e+00
## IGHG1_membrane                              0.000000e+00     0.000000e+00
## IGHG2_secreted                              0.000000e+00     0.000000e+00
## IGHG4_secreted                              0.000000e+00     0.000000e+00
## IGLC3                                       0.000000e+00     0.000000e+00
## IL17A                                       0.000000e+00     0.000000e+00
## IL17F                                       0.000000e+00     0.000000e+00
## IL21                                        0.000000e+00     0.000000e+00
## IL25                                        0.000000e+00     0.000000e+00
## IL31                                        0.000000e+00     0.000000e+00
## IL33                                        0.000000e+00     0.000000e+00
## IL9                                         0.000000e+00     0.000000e+00
## MME                                         0.000000e+00     0.000000e+00
## MMP12                                       0.000000e+00     0.000000e+00
## S100A12                                     0.000000e+00     0.000000e+00
## TCL1A                                       0.000000e+00     0.000000e+00
## TLR8                                        0.000000e+00     0.000000e+00
## TNFRSF17                                    0.000000e+00     0.000000e+00
## VPREB3                                      0.000000e+00     0.000000e+00
## AOC3                                        3.481288e-05    -3.731642e-03
## EPX                                         5.714286e-05    -4.780914e-03
## IL22                                        5.714286e-05    -4.780914e-03
## LRRC32                                      5.714286e-05    -4.780914e-03
## CXCL2                                       6.313131e-05    -5.025189e-03
## MS4A1                                       6.962576e-05    -5.149156e-03
## CD40                                        9.947396e-04     5.743038e-03
## CXCL3                                       9.195574e-05    -8.512556e-03
## SPP1                                        9.195574e-05    -8.512556e-03
## CD3G                                        1.941108e-03     6.441537e-03
## SLC7A7                                      1.756618e-03    -4.085503e-03
## IL1R2                                       1.714286e-04    -8.182982e-03
## CR2                                         1.958884e-04    -1.236394e-02
## KCNE3                                       2.013390e-04    -1.237555e-02
## CD200                                       7.428571e-04     1.027864e-02
## CD79A                                       6.039752e-03    -1.737061e-02
## CLEC4D                                      2.917027e-04    -1.385953e-02
## CXCL10                                      5.697419e-04    -1.294218e-02
## CD28                                        8.102902e-04    -9.937834e-03
## CCL22                                       3.613285e-04    -1.903384e-02
## MITF                                        4.273504e-04    -1.307441e-02
## IL2                                         1.590596e-03    -9.655045e-03
## CXCL8                                       3.913206e-03    -1.769040e-02
## JCHAIN                                      4.904817e-04    -1.809960e-02
## F5                                          5.193062e-04    -2.158697e-02
## VSIG4                                       9.814695e-04    -2.856770e-03
## THBD                                        5.317891e-04    -1.925529e-02
## POU2AF1                                     2.608919e-03     1.296112e-02
## GZMM                                        9.510916e-04    -1.489995e-02
## FAM129C                                     7.674349e-04    -3.296667e-02
## PAX5                                        1.316432e-02    -4.852823e-03
## CXCL1                                       8.547009e-04    -1.847645e-02
## IL6R                                        1.147878e-03    -1.550215e-02
## CMKLR1                                      2.209189e-03    -9.145924e-03
## CD103.ITGAE.AHS0001.pAbO                    2.747039e-01    -3.272172e-02
## LILRB4                                      3.394763e-03    -3.149715e-03
## TNFRSF4                                     1.814240e-02    -2.431461e-02
## TPSAB1                                      2.802266e-03    -4.690826e-03
## CCR10                                       1.366246e-03    -3.616181e-02
## B3GAT1                                      8.840669e-03    -2.947397e-02
## TLR2                                        2.260923e-03    -4.744662e-02
## CXCL16                                      3.035462e-02    -3.081876e-02
## TLR9                                        6.133080e-03    -2.759572e-02
## CSF3                                        3.108626e-03    -2.280530e-02
## CHI3L2                                      1.642288e-02    -4.095056e-02
## CMTM2                                       1.618110e-02    -3.737732e-02
## IL1B                                        5.218604e-03    -2.761039e-02
## CD27                                        5.445580e-03    -3.802970e-02
## TCF4                                        2.482464e-02    -2.144461e-02
## CD160                                       4.331481e-02     4.505193e-03
## TLR7                                        4.726789e-03    -3.508421e-02
## NT5E                                        5.249699e-03    -3.830695e-02
## TCF7                                        9.323413e-03    -4.741371e-02
## CD4.SK3.CD4.AHS0032.pAbO                    5.144033e-01     2.384040e-02
## CD72                                        4.536551e-02    -3.250974e-02
## BACH2                                       1.831557e-01    -4.361140e-02
## CD80                                        1.630539e-01    -3.013723e-02
## CD22.CD22.AHS0195.pAbO                      8.926395e-01    -7.833269e-03
## CCL20                                       8.834889e-03    -3.578334e-02
## GIMAP5                                      5.323851e-01    -5.060627e-03
## PECAM1                                      3.639254e-01    -9.888916e-03
## TNFRSF18                                    4.537159e-02    -3.583542e-02
## CXCR5                                       1.733944e-02    -2.516571e-02
## THBS1                                       4.455468e-02    -5.311004e-02
## CD6                                         2.897398e-02    -2.144098e-02
## TRAT1                                       1.633964e-01    -5.870613e-05
## LTB                                         4.563290e-02    -7.389553e-02
## JUNB                                        1.803267e-01    -4.963987e-02
## FAM65B                                      1.777312e-01    -6.890597e-02
## FYN                                         9.623997e-01     7.974094e-03
## IKZF2                                       7.592917e-02    -6.237402e-02
## IGKC                                        3.767252e-02    -1.995116e-02
## TNFSF8                                      1.032028e-01    -4.621071e-02
## CD3D                                        5.428584e-02    -6.346269e-02
## QPCT                                        1.059605e-01    -5.571421e-02
## CD102.ICAM2.AHS0155.pAbO                    9.644025e-01    -1.593309e-02
## IL13                                        9.741404e-02    -5.107152e-02
## FOSL1                                       8.503165e-02    -4.453460e-02
## VEGFA                                       3.372244e-01    -5.594977e-02
## NAMPT                                       4.540957e-01    -4.362100e-02
## CD28.CD28.2.CD28.AHS0024.pAbO               4.992108e-01    -5.371420e-02
## TNFRSF1B                                    8.587775e-01    -1.001652e-02
## CD3E                                        9.777425e-01    -1.280956e-02
## CD86                                        1.053934e-01    -2.146226e-02
## IL3                                         4.801796e-02    -9.464940e-02
## FOXO1                                       1.318238e-01    -6.179733e-02
## TNFRSF25                                    2.157958e-02    -8.860015e-02
## IL23R                                       7.882231e-01    -7.240642e-03
## CD9                                         1.900672e-01    -4.873334e-02
## CD63                                        9.998106e-01    -4.354728e-02
## FASLG                                       4.338667e-01    -5.336203e-02
## IL1RN                                       6.344380e-02    -7.967571e-02
## ZBED2                                       1.012830e-01    -5.443945e-02
## ZBTB16                                      3.800545e-01    -6.368908e-02
## LIPA                                        6.264069e-01    -3.017520e-02
## LTA                                         4.126585e-01    -9.429806e-02
## PTGDR2                                      3.420608e-02    -7.967076e-02
## CD48                                        9.941750e-01    -4.042990e-02
## CCR8                                        6.062603e-02    -3.556396e-02
## CD3.SK7.CD3E.AHS0033.pAbO                   5.591415e-01    -5.079142e-02
## CNOT2                                       6.608295e-01    -3.911458e-02
## TIAF1                                       4.816333e-01    -6.133221e-02
## HAVCR2                                      9.503134e-01    -2.628368e-02
## MZB1                                        4.634183e-01    -5.309703e-02
## PMCH                                        5.502096e-02    -8.499875e-02
## ZNF683                                      1.129914e-01    -3.580628e-02
## CD33                                        2.610278e-01    -4.626891e-02
## CCR6                                        4.352362e-01    -5.268238e-02
## DUSP4                                       7.710044e-01    -5.257665e-02
## IL18R1                                      5.889503e-01    -6.518906e-02
## IL7R                                        5.200889e-02    -1.353144e-01
## STAT6                                       1.562615e-01    -1.281926e-01
## IgM.IGHM.AHS0198.pAbO                       8.915080e-01    -3.534610e-02
## RGS1                                        5.303341e-01    -6.346237e-02
## VNN2                                        4.691126e-01    -8.770753e-02
## NKG7                                        9.978061e-01    -6.799373e-02
## CD25.2A3.IL2RA.AHS0026.pAbO                 6.836785e-01     7.411706e-03
## CD14.MPHIP9.CD14.AHS0037.pAbO               7.537278e-01    -8.322655e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                  7.927454e-01    -7.434877e-02
## BCL2A1                                      4.228205e-01    -9.360869e-02
## CXCR6                                       4.079220e-01    -1.212941e-01
## CD7                                         6.635975e-01    -6.901836e-02
## RORC                                        5.872795e-02    -1.261008e-01
## CBLB                                        4.865002e-01    -1.035967e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                9.976390e-01    -7.857820e-02
## CD335.NCR1.AHS0068.pAbO                     9.978856e-01    -9.153882e-02
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO   9.176061e-01    -9.221774e-02
## CCR7.CCR7.AHS0273.pAbO                      8.651784e-01    -8.523263e-02
## TNFRSF8                                     1.992431e-01    -6.597149e-02
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO          9.874672e-01    -5.803294e-02
## CTSD                                        5.744943e-01    -9.746027e-02
## CD45RO.PTPRC.AHS0036.pAbO                   9.765227e-01    -5.047700e-02
## CD40LG                                      1.217765e-01    -1.482135e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO             9.262195e-01     2.522006e-02
## FYB                                         4.937647e-01    -1.144147e-01
## TSPAN32                                     1.544765e-01    -2.038685e-01
## BIN2                                        8.738755e-01    -6.458396e-02
## IRF8                                        9.034174e-01    -6.790333e-02
## LCK                                         9.567140e-01    -8.056830e-02
## DUSP1                                       3.009313e-01    -1.821028e-01
## LIF                                         4.550425e-01    -1.289669e-01
## CASP5                                       7.743693e-01    -8.330873e-02
## PTPRC                                       9.805519e-01    -8.591611e-02
## TNFSF14                                     7.383168e-01    -1.251109e-01
## ITGAX                                       8.405335e-01    -1.647273e-01
## SEMA7A                                      2.908542e-01    -1.671558e-01
## MYC                                         6.507848e-01    -1.487314e-01
## PIK3AP1                                     7.602798e-01    -1.428279e-01
## SPOCK2                                      3.913545e-01    -1.624046e-01
## TGFB1                                       4.809745e-01    -1.805143e-01
## TRIB2                                       5.691904e-01    -1.593651e-01
## IER3                                        5.302340e-01    -1.910120e-01
## KIT                                         5.032292e-01    -1.731761e-01
## FOSB                                        2.112736e-01    -2.492759e-01
## CCL1                                        5.144678e-01    -1.796149e-01
## CCL3                                        9.403943e-01    -1.721187e-01
## LGALS3                                      3.681742e-01    -2.263442e-01
## CD95.FAS.AHS0023.pAbO                       1.000000e+00    -1.578509e-01
## CD300A                                      8.350623e-01    -2.063369e-01
## BCL2                                        6.913095e-01    -1.857640e-01
## TNF                                         8.958352e-01    -2.059885e-01
## TXK                                         8.345262e-01    -1.875731e-01
## IFNG                                        5.795346e-01    -2.311482e-01
## IL4R                                        9.666511e-01    -1.763119e-01
## CD152.CTLA4.AHS0017.pAbO                    9.997987e-01    -1.727063e-01
## IL32                                        9.927329e-01    -2.507718e-01
## IL2RB                                       9.997355e-01    -2.274394e-01
## GLG1                                        5.142067e-01    -2.264277e-01
## PRDM1                                       7.124047e-01    -2.038949e-01
## XCL1                                        5.097926e-01    -2.785553e-01
## BIRC3                                       7.705304e-01    -2.155740e-01
## C10orf54                                    7.722827e-01    -2.151445e-01
## STAT3                                       6.283520e-01    -2.310911e-01
## CD39.ENTPD1.AHS0006.pAbO                    9.960213e-01    -2.503126e-01
## CD226.CD226.AHS0079.pAbO                    9.778530e-01    -2.487593e-01
## LAMP1                                       9.779034e-01    -2.148562e-01
## CCL4                                        9.921733e-01    -3.104560e-01
## EGR1                                        4.409183e-01    -2.757912e-01
## EGR3                                        4.281876e-01    -2.936883e-01
## FCER1G                                      9.972992e-01    -2.821295e-01
## SELPLG                                      9.480748e-01    -2.511648e-01
## IL2RA                                       8.273891e-01    -2.616153e-01
## ITK                                         7.974394e-01    -2.473596e-01
## ICAM1                                       7.849553e-01    -3.098616e-01
## PRF1                                        9.999429e-01    -2.847694e-01
## CD161.DX12.KLRB1.AHS0002.pAbO               9.514103e-01    -2.542519e-01
## CD44                                        8.660904e-01    -2.790539e-01
## CCL5                                        9.718898e-01    -4.511105e-01
## CD69                                        7.775052e-01    -3.267842e-01
## DUSP2                                       7.210149e-01    -3.660903e-01
## PIK3IP1                                     5.555307e-01    -4.857359e-01
## CD69.CD69.AHS0010.pAbO                      9.997976e-01    -4.095176e-01
## CSF2                                        8.150138e-01    -5.191272e-01
## CD52                                        9.986940e-01    -4.869423e-01
## CCND2                                       9.953751e-01    -4.019164e-01
## CD37                                        9.503297e-01    -4.920590e-01
## BTG1                                        9.958498e-01    -6.157879e-01
## KLRB1                                       9.328091e-01    -8.137642e-01
##                                           min.logFC.cohen median.logFC.cohen
## TYMS                                         1.7281181128       2.6067659302
## KIAA0101                                     1.6216004728       2.8030471858
## HMGB2                                        1.9712229572       2.1275793638
## TOP2A                                        1.6470012566       2.1077246888
## TK1                                          1.4290028205       2.2721408446
## AURKB                                        1.4829220614       1.8880161136
## UBE2C                                        1.3402357266       1.7642775743
## PCNA                                         0.9324636508       1.3884201064
## HMMR                                         1.1939474430       1.3836809991
## CCNB1                                        1.0508950427       1.3017755572
## MKI67                                        0.9886729419       1.2746188701
## MCM4                                         0.6246255472       1.0112096862
## MCM2                                         0.5448994583       0.9191538205
## GAPDH                                        0.0080969772       0.9853571881
## PTTG2                                        0.6422124807       0.8928181971
## TRDC                                         0.5121771676       0.6493044851
## PDIA6                                        0.3841514284       0.8813743959
## ANXA5                                        0.0150779483       0.7954338045
## HLA.DRA                                      0.1842572295       0.6928292120
## ITGAE                                        0.3871520256       0.7545244069
## CD74                                         0.0362488242       0.7213243155
## HLA.DPA1                                     0.0819342972       0.5635851433
## S100A10                                      0.2378713049       0.5333053919
## Tim3.HAVCR2.AHS0016.pAbO                     0.1999643588       0.3908611223
## HLA.DPB1                                     0.1474868457       0.5425490776
## KLRC1                                        0.0523475825       0.3634163442
## TMEM97                                      -0.2359252779       0.6350906193
## DPP4                                         0.3364532134       0.4642070961
## RPN2                                         0.0617252757       0.5087872523
## PYCR1                                        0.4244406349       0.4888720299
## HLA.DRB3                                     0.0986540553       0.4636531302
## CD94.KLRD1.AHS0085.pAbO                     -0.3048347496       0.2920669489
## CASP3                                        0.1258038283       0.3950961740
## LAP3                                         0.1518003245       0.4237209895
## PDIA4                                        0.1814566475       0.4536418047
## PASK                                         0.2648112777       0.4523027865
## CD314.KLRK1.AHS0065.pAbO                    -0.0851249252       0.2812964144
## GZMA                                        -0.6161329610       0.6525496684
## CD11b.ICRF44.ITGAM.AHS0184.pAbO             -0.3975206632       0.5248302915
## HLA.DMA                                      0.0391751470       0.3591019333
## NCR3                                        -0.1526570147       0.2564321612
## CD38                                        -0.0115446133       0.4761576734
## HLA.DQA1                                    -0.3893265987       0.3955547129
## BAX                                         -0.0910276104       0.0888784203
## KLRK1                                       -0.0861804133       0.2579514201
## HLA.DQB1                                    -0.2067063235       0.5355991720
## CXCR4                                       -1.5206349257       0.7241517081
## ADA                                         -0.1504527876       0.3724541283
## HLA.DMB                                      0.0481947206       0.0790180963
## KLRF1                                       -0.4881463936       0.0684361272
## TARP_refseq                                  0.1523284189       0.3122148234
## CD38.HIT2.CD38.AHS0022.pAbO                 -0.0698831750       0.0394180542
## IFITM2                                      -0.4301964417       0.6827752237
## FBXO22                                       0.1301992022       0.3119420908
## GNAI2                                       -0.2903197581       0.3602623027
## CD7.CD7.AHS0043.pAbO                        -0.1789116950       0.2504217913
## FAS                                          0.0376527714       0.3018395458
## ITGB2                                       -0.6174251706      -0.0579908302
## CXCR3                                       -0.2536587084       0.0067454551
## YBX3                                         0.1224390478       0.1966076442
## CD18.ITGB2.AHS0091.pAbO                     -0.4674052364      -0.1930343047
## APOBEC3G                                    -0.4758580666       0.2953650685
## HLA.C                                       -0.5261512063       0.1030558907
## CCR1                                        -0.4418906102       0.3697403795
## TNFSF10                                     -0.6079519981       0.2889168649
## IL12RB2                                     -0.4583562292       0.0775459860
## GNLY                                        -0.4461422763       0.3805334340
## XBP1                                        -0.2200574683       0.2672006799
## CD8.SK1.CD8A.AHS0228.pAbO                   -0.4670513681       0.1856819844
## IFITM3                                      -0.6211212508       0.4870900572
## CST7                                        -0.4165187713      -0.0601008940
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO            -0.4899881826       0.1292659309
## GZMH                                        -0.4173680242       0.1368567752
## CD70                                        -0.3533890972       0.0751737733
## LGALS1                                      -0.7129893211       0.4064180356
## LYN                                         -0.2619316558       0.2687706861
## ATF6B                                       -0.0100162046       0.1124636876
## GIMAP2                                      -0.1968344835      -0.0034374565
## CD8A                                        -0.5246414127       0.3183911423
## CD2.CD2.AHS0029.pAbO                        -0.2739248971       0.1143526848
## GZMK                                        -1.0458927203      -0.0282790184
## KDELR1                                       0.1105236889       0.1779397513
## NINJ2                                       -0.2593543045       0.0555771028
## CD19.SJ25C1.CD19.AHS0030.pAbO               -0.2105005453       0.1646729613
## CD2                                         -0.3602037223       0.1923906986
## FN1                                         -0.1847602165       0.2318086523
## CD45RA.HI100.PTPRC.AHS0009.pAbO             -0.2830435864       0.2734018154
## GAB2                                        -0.0689003812       0.1783791342
## EOMES                                       -0.1311399042       0.0955224445
## FTH1                                         0.0668740815       0.1224147036
## STAT1                                       -0.4406075553       0.2789845279
## LAT2                                        -0.3669090282       0.0984656234
## RUNX3                                       -0.3441994449       0.0227452370
## BCL11B                                      -0.1377740093       0.0469204084
## GZMB                                        -0.5720239552       0.1128002746
## CXCL5                                       -0.0612737716       0.0633905249
## S1PR1                                       -0.0024704004       0.1729980129
## CLEC2D                                       0.0470781779       0.0932367353
## KLRC3                                       -0.0666353395       0.0550888617
## ITGA4                                       -0.2969072340       0.1223966769
## KIR2DL1                                     -0.4884741403      -0.0680963952
## CD26.DPP4.AHS0109.pAbO                      -0.3684160164       0.1926747572
## FOXP1                                       -0.0341641432       0.1069517855
## TRBC2                                       -0.3291168531      -0.1616435950
## HLA.A                                       -0.7760004757       0.0589897994
## LEF1                                        -0.4875740910       0.2195960846
## CD81.CD81.AHS0021.pAbO                      -0.3461597331      -0.1805884442
## IKZF1                                       -0.5584425509       0.1376310693
## FCGR3A                                      -1.0246408769       0.3918174328
## CCR5                                        -0.4888673666       0.1183308477
## CD215.IL15RA.AHS0212.pAbO                   -0.3301124190       0.0298282273
## IL1RL1                                      -0.1329785974       0.1239338537
## LAT                                         -0.3000369239       0.0839305105
## FUT4                                         0.0207597778       0.0811233893
## CD33.WM53.CD33.AHS0044.pAbO                 -0.7459036921       0.3562651179
## ENTPD1                                      -0.5141992037       0.1730886403
## CD244                                       -0.3353798230      -0.0445769400
## CD5.UCHT2.CD5.AHS0047.pAbO                  -0.0626385760       0.0435042613
## ARL4C                                       -0.4915250085      -0.0478047034
## RORA                                        -0.2571604559       0.0566700819
## TIGIT                                       -0.6839673349       0.0421904120
## NCAM1                                       -0.2407145599       0.1498073504
## ITGAM                                       -0.2655829572       0.0591715392
## CD127.IL7R.AHS0028.pAbO                     -0.3265854613       0.0594109285
## VPS28                                       -0.1750634882      -0.0499134924
## IL15RA                                      -0.2252646810       0.0801282136
## LGALS9                                      -0.3516249704       0.1034860207
## ICOS                                        -0.2666155527       0.1160920687
## SLC25A37                                     0.0669034784       0.1421580295
## RNASE6                                       0.0195459310       0.0879287595
## IGBP1                                       -0.1154021832       0.0117460338
## SELL                                        -0.0979096073       0.1698387516
## IRF4                                        -0.3250510705      -0.0793047780
## JUN                                         -0.1347327054       0.0570213908
## GIMAP7                                      -0.1041185267       0.0408892567
## CTSW                                        -0.8772422290       0.0680392880
## STAT4                                       -0.3039309171       0.1179042499
## PSEN1                                       -0.1367149285       0.0247469574
## SNCA                                        -0.0436434836       0.0914097805
## CD1D.CD1D.AHS0219.pAbO                      -0.2568799234       0.0831857399
## IL18                                        -0.2712581809       0.0397216439
## IFNGR1                                      -0.1891401018       0.0201129419
## KLRC4                                       -0.1555425793       0.0070541004
## STAT5A                                      -0.2048622611       0.0307100672
## IER5                                         0.0149625129       0.0596497178
## ITGAL                                       -0.6298250437       0.1814398693
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO       -1.0807063011       0.0439354318
## CD247                                       -0.5709633043      -0.1923470218
## LAIR2                                       -0.2420220444       0.0486010393
## FOXO3                                       -0.1277056998      -0.0439019838
## TRAC                                        -0.4776659921      -0.0772814806
## LAMP3                                       -0.0309848742       0.0908809504
## TNFSF13B                                    -0.2326364811       0.0495465323
## MGST1                                       -0.3048393698       0.1747066356
## IL12RB1                                     -0.3257981147       0.1459030568
## GATA3                                       -0.0119875829       0.0397713356
## CCR2                                        -0.2507651100       0.0198595696
## CD27.L128.CD27.AHS0249.pAbO                 -0.1075898352      -0.0433212611
## IL6                                         -0.0624850120       0.0385786536
## NRP1                                        -0.2062186351       0.0890632130
## IL15                                        -0.1035641470       0.0146305837
## CCR7                                         0.0388923105       0.0873826859
## CD14                                        -0.0298093489       0.0949516826
## IL18RAP                                     -0.2116625900       0.0737303881
## IL9R                                        -0.2457436222       0.0510936872
## TNFSF13                                     -0.1040884282      -0.0083083483
## CD1A                                        -0.0516118644       0.1039341434
## KLRG1                                       -0.1691556460       0.1605295724
## CTSG                                         0.0431825187       0.1059638766
## OAS1                                        -0.3725114854       0.0906635236
## CX3CR1                                      -0.0932246760       0.0118426392
## LAG3                                        -0.1680803169       0.0564732533
## CXCR1                                        0.0023436421       0.0993142709
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO         -0.1712807876       0.0032580218
## ADGRG3                                      -0.4277629279       0.0846255367
## TBX21                                       -0.5441483723      -0.0045753531
## CD40.CD40.AHS0117.pAbO                      -0.0576050080      -0.0054773012
## ADGRE1                                      -0.0220358772       0.0266007784
## ZAP70                                       -0.1249068879      -0.0379866787
## TGFBI                                       -0.0161810409       0.0126016892
## IL3RA                                       -0.1390378384      -0.0853440428
## CD34.581.CD34.AHS0061.pAbO                  -0.2958818110       0.0385721011
## SLAMF1                                      -0.0169490919       0.0059127657
## BCL6                                        -0.0281023712      -0.0032092018
## TGFB3                                       -0.0737015316       0.0250902496
## TNFRSF9                                     -0.1011817160       0.0576385057
## TNFRSF13C                                   -0.0220454720       0.0564374928
## CD8B                                        -0.0666580809       0.0253898227
## DOCK8                                       -0.4123982793      -0.1158563437
## LY86                                        -0.0226353807       0.0018158408
## IGHM_membrane                                0.0236659346       0.0468045860
## CTLA4                                       -0.0650719832       0.0043277656
## CD4                                          0.0074664323       0.0337448644
## IL5                                          0.0013511982       0.0473774709
## AIM2                                        -0.0590506233       0.0071527656
## IGHM_secreted                                0.0279692006       0.0382611814
## CD79B                                       -0.3088003764      -0.0328580144
## IGHA1_secreted                              -0.1381695756       0.0160868417
## CCL2                                         0.0096139251       0.0257130391
## VMO1                                        -0.0110002154       0.0020502272
## BTLA                                         0.0351079446       0.0351079446
## MMP9                                         0.0205755103       0.0362471966
## CD1C                                         0.0108762895       0.0371663327
## TREM1                                       -0.0443554994       0.0204799920
## CLEC4E                                       0.0178639036       0.0287751862
## FOXP3                                       -0.1816140179       0.0389698819
## PI3                                          0.0096281170       0.0303754007
## PDCD1                                       -0.0589251533       0.0322509897
## CD5                                         -0.0601214759       0.0255408833
## CXCR2                                       -0.0326447225       0.0074015308
## ARG1                                         0.0214768390       0.0214768390
## CD36                                         0.0214768390       0.0214768390
## CNTNAP3                                      0.0214768390       0.0214768390
## FLT3                                         0.0214768390       0.0214768390
## IGHG1_secreted                               0.0214768390       0.0214768390
## IGHG3_secreted                               0.0214768390       0.0214768390
## RNASE2                                       0.0214768390       0.0214768390
## CCR3                                        -0.1075770191       0.0221799888
## CCR4                                         0.0025279625       0.0214768390
## IFNA1                                        0.0004065185       0.0214768390
## CD163                                       -0.0027252441       0.0214768390
## IL12A                                       -0.0165091848      -0.0033256231
## CD24                                        -0.0177851861       0.0136166399
## S100A9                                      -0.0097071148       0.0051389884
## IL4                                         -0.0857611995       0.0177202706
## CD274                                       -0.1043616926       0.0353609460
## ALAS2                                        0.0000000000       0.0000000000
## APOE                                         0.0000000000       0.0000000000
## AQP9                                         0.0000000000       0.0000000000
## AZU1                                         0.0000000000       0.0000000000
## BLK                                          0.0000000000       0.0000000000
## BLNK                                         0.0000000000       0.0000000000
## BPI                                          0.0000000000       0.0000000000
## C1QA                                         0.0000000000       0.0000000000
## C1QB                                         0.0000000000       0.0000000000
## CCL13                                        0.0000000000       0.0000000000
## CCL17                                        0.0000000000       0.0000000000
## CCL19                                        0.0000000000       0.0000000000
## CCR9                                         0.0000000000       0.0000000000
## CD1B                                         0.0000000000       0.0000000000
## CD209                                        0.0000000000       0.0000000000
## CD22                                         0.0000000000       0.0000000000
## CD34                                         0.0000000000       0.0000000000
## CEACAM8                                      0.0000000000       0.0000000000
## CHI3L1                                       0.0000000000       0.0000000000
## CLC                                          0.0000000000       0.0000000000
## CLEC10A                                      0.0000000000       0.0000000000
## CPA3                                         0.0000000000       0.0000000000
## CXCL11                                       0.0000000000       0.0000000000
## CXCL13                                       0.0000000000       0.0000000000
## CXCL9                                        0.0000000000       0.0000000000
## DEFA3                                        0.0000000000       0.0000000000
## DEFA4                                        0.0000000000       0.0000000000
## EBF1                                         0.0000000000       0.0000000000
## ELANE                                        0.0000000000       0.0000000000
## F13A1                                        0.0000000000       0.0000000000
## FCER1A                                       0.0000000000       0.0000000000
## FCER2                                        0.0000000000       0.0000000000
## FCN1                                         0.0000000000       0.0000000000
## GHR                                          0.0000000000       0.0000000000
## IGHD_membrane                                0.0000000000       0.0000000000
## IGHE_secreted                                0.0000000000       0.0000000000
## IGHG1_membrane                               0.0000000000       0.0000000000
## IGHG2_secreted                               0.0000000000       0.0000000000
## IGHG4_secreted                               0.0000000000       0.0000000000
## IGLC3                                        0.0000000000       0.0000000000
## IL17A                                        0.0000000000       0.0000000000
## IL17F                                        0.0000000000       0.0000000000
## IL21                                         0.0000000000       0.0000000000
## IL25                                         0.0000000000       0.0000000000
## IL31                                         0.0000000000       0.0000000000
## IL33                                         0.0000000000       0.0000000000
## IL9                                          0.0000000000       0.0000000000
## MME                                          0.0000000000       0.0000000000
## MMP12                                        0.0000000000       0.0000000000
## S100A12                                      0.0000000000       0.0000000000
## TCL1A                                        0.0000000000       0.0000000000
## TLR8                                         0.0000000000       0.0000000000
## TNFRSF17                                     0.0000000000       0.0000000000
## VPREB3                                       0.0000000000       0.0000000000
## AOC3                                        -0.0186582102       0.0000000000
## EPX                                         -0.0239045722       0.0000000000
## IL22                                        -0.0239045722       0.0000000000
## LRRC32                                      -0.0239045722       0.0000000000
## CXCL2                                       -0.0251259454       0.0000000000
## MS4A1                                       -0.0257457803       0.0000000000
## CD40                                        -0.0419798996       0.0120564340
## CXCL3                                       -0.0239045722       0.0000000000
## SPP1                                        -0.0239045722       0.0000000000
## CD3G                                        -0.0362383269      -0.0110755339
## SLC7A7                                      -0.0198529422      -0.0151675309
## IL1R2                                       -0.0409149111       0.0000000000
## CR2                                         -0.0355159657       0.0000000000
## KCNE3                                       -0.0379731625       0.0000000000
## CD200                                       -0.0670768301       0.0296175041
## CD79A                                       -0.0314155192      -0.0199026383
## CLEC4D                                      -0.0441716839       0.0000000000
## CXCL10                                      -0.0469380216      -0.0027323639
## CD28                                        -0.0430186794      -0.0130427137
## CCL22                                       -0.0436897909      -0.0251259454
## MITF                                        -0.0653720450       0.0000000000
## IL2                                         -0.0513586207      -0.0097098197
## CXCL8                                       -0.0813651708      -0.0338080838
## JCHAIN                                      -0.0653720450       0.0000000000
## F5                                          -0.0653720450      -0.0186582102
## VSIG4                                       -0.0805999628       0.0067604184
## THBD                                        -0.0653720450       0.0000000000
## POU2AF1                                     -0.1094595102       0.0461597716
## GZMM                                        -0.0441769630      -0.0105000198
## FAM129C                                     -0.0653720450      -0.0352600822
## PAX5                                        -0.1297491092       0.0155319147
## CXCL1                                       -0.0923822668       0.0000000000
## IL6R                                        -0.0660726676      -0.0006184244
## CMKLR1                                      -0.0814068626      -0.0031551462
## CD103.ITGAE.AHS0001.pAbO                    -0.1913705146      -0.0149601913
## LILRB4                                      -0.0713347374       0.0241781051
## TNFRSF4                                     -0.1046404525      -0.0208272973
## TPSAB1                                      -0.1156654986       0.0094035431
## CCR10                                       -0.0895081500      -0.0259231270
## B3GAT1                                      -0.0709756214      -0.0451700951
## TLR2                                        -0.1062053453      -0.0380400289
## CXCL16                                      -0.0996611196      -0.0160328772
## TLR9                                        -0.1338525714      -0.0063906744
## CSF3                                        -0.1464721258       0.0199494203
## CHI3L2                                      -0.0921904410      -0.0344749254
## CMTM2                                       -0.1060456467      -0.0113205271
## IL1B                                        -0.1240139289      -0.0222112596
## CD27                                        -0.1363075653      -0.0213112723
## TCF4                                        -0.2200389925       0.0146804574
## CD160                                       -0.2787979781       0.0896245856
## TLR7                                        -0.1915475137      -0.0025310620
## NT5E                                        -0.1867560899      -0.0154596723
## TCF7                                        -0.1263851289      -0.0495180836
## CD4.SK3.CD4.AHS0032.pAbO                    -0.4525401100       0.1117475971
## CD72                                        -0.1580099715      -0.0175834677
## BACH2                                       -0.2147265396      -0.0451945820
## CD80                                        -0.1656575329      -0.0599276723
## CD22.CD22.AHS0195.pAbO                      -0.3510310446       0.0166221912
## CCL20                                       -0.2423398032      -0.0013702383
## GIMAP5                                      -0.7230095640       0.1214602603
## PECAM1                                      -0.7158081038       0.0375048319
## TNFRSF18                                    -0.3049063026       0.0091324698
## CXCR5                                       -0.2873236932      -0.0033309173
## THBS1                                       -0.2239605665      -0.0471556357
## CD6                                         -0.2094676994       0.0260545784
## TRAT1                                       -0.3707439381       0.0218290857
## LTB                                         -0.1819565626      -0.0748719125
## JUNB                                        -0.2576687588      -0.0644522703
## FAM65B                                      -0.2394708215      -0.1457913895
## FYN                                         -0.4310152253      -0.1173570135
## IKZF2                                       -0.3032067763      -0.0658619094
## IGKC                                        -0.3730346519       0.0476820695
## TNFSF8                                      -0.4323238245       0.0496538536
## CD3D                                        -0.1567026424      -0.0774589974
## QPCT                                        -0.2448528372      -0.0076550781
## CD102.ICAM2.AHS0155.pAbO                    -0.7172326381       0.1233004598
## IL13                                        -0.4113529100      -0.0524583107
## FOSL1                                       -0.3526914113       0.0309142049
## VEGFA                                       -0.5554974525       0.0514404192
## NAMPT                                       -0.6381921010      -0.0736930439
## CD28.CD28.2.CD28.AHS0024.pAbO               -0.1954149190      -0.0165353351
## TNFRSF1B                                    -0.5092932418       0.0151564533
## CD3E                                        -0.6712855090       0.1520146573
## CD86                                        -0.4733764054       0.0005325865
## IL3                                         -0.2849917101      -0.0415678410
## FOXO1                                       -0.4044929672       0.0947096389
## TNFRSF25                                    -0.4232509010      -0.0283389927
## IL23R                                       -0.5542704131      -0.1662910123
## CD9                                         -0.3235028845      -0.0665778975
## CD63                                        -1.1319491241      -0.0517909855
## FASLG                                       -0.3960844498       0.0057799951
## IL1RN                                       -0.2703940811      -0.0308318927
## ZBED2                                       -0.4640015692      -0.0504007544
## ZBTB16                                      -0.3265383298       0.0003938501
## LIPA                                        -0.5099747725       0.0278907416
## LTA                                         -0.5223393429      -0.0004801540
## PTGDR2                                      -0.4741778752       0.0144106328
## CD48                                        -0.4382533310      -0.2049486648
## CCR8                                        -0.5736801134       0.0862103230
## CD3.SK7.CD3E.AHS0033.pAbO                   -0.0813384156      -0.0467871149
## CNOT2                                       -0.1411922389      -0.0478107427
## TIAF1                                       -0.3690203942      -0.1334652688
## HAVCR2                                      -0.5641910735      -0.0648592376
## MZB1                                        -0.4210378634       0.0424139027
## PMCH                                        -0.3152814714      -0.0974306273
## ZNF683                                      -0.5428622983       0.1061450386
## CD33                                        -0.8408552939       0.2200032141
## CCR6                                        -0.6628376646      -0.1167119018
## DUSP4                                       -0.6643452606      -0.1356462752
## IL18R1                                      -0.4000029191       0.0699373142
## IL7R                                        -0.3455438986      -0.1592375057
## STAT6                                       -0.2132466399      -0.1325247378
## IgM.IGHM.AHS0198.pAbO                       -0.1028125187      -0.0287442049
## RGS1                                        -0.5429937395      -0.0288785242
## VNN2                                        -0.4219597321      -0.0303271829
## NKG7                                        -1.3710894921      -0.3689471645
## CD25.2A3.IL2RA.AHS0026.pAbO                 -0.4890300446       0.0008196677
## CD14.MPHIP9.CD14.AHS0037.pAbO               -0.2199625516      -0.0994605694
## CX3CR1.CX3CR1.AHS0125.pAbO                  -0.2451294398      -0.0646161629
## BCL2A1                                      -0.9359195003       0.1715320519
## CXCR6                                       -0.4279648633      -0.1233305150
## CD7                                         -0.4341207550      -0.0517765422
## RORC                                        -0.6785333841      -0.0038482543
## CBLB                                        -0.3588509363      -0.1535350744
## IgG.IGHG1_2_3_4.AHS0059.pAbO                -0.7981402846       0.0414997314
## CD335.NCR1.AHS0068.pAbO                     -0.6863466415      -0.1481161408
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO   -0.3715502645      -0.0791179915
## CCR7.CCR7.AHS0273.pAbO                      -0.2850430829      -0.0474473408
## TNFRSF8                                     -0.7214692299       0.0528888829
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO          -0.6591561769       0.0987629628
## CTSD                                        -0.3272958746      -0.1456602923
## CD45RO.PTPRC.AHS0036.pAbO                   -0.2570252105      -0.0960370875
## CD40LG                                      -0.6822224357      -0.0582583030
## CD279.EH12.1.PDCD1.AHS0014.pAbO             -0.4324430444       0.2029259148
## FYB                                         -0.6207918697      -0.0015219462
## TSPAN32                                     -0.3234293907      -0.2643448183
## BIN2                                        -0.4420979109      -0.2922095713
## IRF8                                        -0.6643295004      -0.2269438744
## LCK                                         -0.5424655779      -0.3857487797
## DUSP1                                       -0.5311647349      -0.0706289564
## LIF                                         -0.8198263009      -0.2682282590
## CASP5                                       -0.5817628116      -0.1205277298
## PTPRC                                       -0.5669074431      -0.1250197134
## TNFSF14                                     -0.3752352755      -0.0742662136
## ITGAX                                       -1.3443009696      -0.0504503355
## SEMA7A                                      -0.5939861746      -0.0289026850
## MYC                                         -0.9370307983      -0.2729641394
## PIK3AP1                                     -0.4307970344      -0.1529941716
## SPOCK2                                      -0.8450629841      -0.0655065177
## TGFB1                                       -0.4456733089      -0.2114215375
## TRIB2                                       -0.7683771259      -0.0278961622
## IER3                                        -1.1908990197      -0.1246522702
## KIT                                         -1.4654793033       0.3290958180
## FOSB                                        -0.5702980709      -0.1563500064
## CCL1                                        -1.0560303007       0.0775267314
## CCL3                                        -1.2258638764      -0.0788733611
## LGALS3                                      -1.2210781302      -0.0055509295
## CD95.FAS.AHS0023.pAbO                       -0.3726369871      -0.1893491040
## CD300A                                      -1.2009276518       0.0579809268
## BCL2                                        -0.6220402824      -0.3612389152
## TNF                                         -1.0751973581      -0.2598564118
## TXK                                         -0.9423576782      -0.0836430939
## IFNG                                        -1.0775017690      -0.0220399341
## IL4R                                        -0.4682043804      -0.4341284119
## CD152.CTLA4.AHS0017.pAbO                    -0.7379073779       0.0116303138
## IL32                                        -1.2643308225      -0.2111349335
## IL2RB                                       -1.3853086776      -0.1314595049
## GLG1                                        -0.7873130459      -0.2783373679
## PRDM1                                       -0.5575406461      -0.0726158091
## XCL1                                        -1.3770304649       0.0047871591
## BIRC3                                       -0.7745889291      -0.4096492830
## C10orf54                                    -0.4514914699      -0.2003370101
## STAT3                                       -0.4702137550      -0.2022966359
## CD39.ENTPD1.AHS0006.pAbO                    -1.2281737210      -0.2062361971
## CD226.CD226.AHS0079.pAbO                    -0.7643453178      -0.5135170644
## LAMP1                                       -0.6681295764      -0.4350972588
## CCL4                                        -1.7925771788       0.0872431560
## EGR1                                        -0.7146653235      -0.4614551636
## EGR3                                        -1.5150091574      -0.0574229383
## FCER1G                                      -1.0523006753      -0.2644007715
## SELPLG                                      -1.3172876180      -0.4665405462
## IL2RA                                       -0.7147538527      -0.4382143934
## ITK                                         -0.4586673369      -0.2360642773
## ICAM1                                       -1.1730704259      -0.0906098745
## PRF1                                        -1.1273474042      -0.4337176698
## CD161.DX12.KLRB1.AHS0002.pAbO               -0.7887591994      -0.2932135120
## CD44                                        -0.5887067103      -0.1724849143
## CCL5                                        -2.1176485916       0.1686784751
## CD69                                        -0.6365926228      -0.5581053749
## DUSP2                                       -1.3618380051      -0.2105419650
## PIK3IP1                                     -2.0393468437      -0.2856787983
## CD69.CD69.AHS0010.pAbO                      -0.7292989534      -0.6508958264
## CSF2                                        -2.3574163714      -0.2538080489
## CD52                                        -1.8477402596       0.0506069390
## CCND2                                       -0.8081880838      -0.5492542982
## CD37                                        -1.4024582181      -0.6044484231
## BTG1                                        -1.5937995029      -0.4236721444
## KLRB1                                       -1.6631887810      -0.6706993393
##                                           max.logFC.cohen rank.logFC.cohen
## TYMS                                         2.9482221221                2
## KIAA0101                                     2.9830115402                1
## HMGB2                                        2.4565805641                1
## TOP2A                                        2.2239639261                4
## TK1                                          2.3510986530                3
## AURKB                                        2.0026155124                6
## UBE2C                                        1.8253215381                7
## PCNA                                         1.7836011660                8
## HMMR                                         1.4207367886                8
## CCNB1                                        1.3761265254               10
## MKI67                                        1.3605890744               11
## MCM4                                         1.3021434121               13
## MCM2                                         1.2651527167               14
## GAPDH                                        1.5366782649                9
## PTTG2                                        1.0681921500               15
## TRDC                                         1.0071659135               20
## PDIA6                                        1.0074945988               18
## ANXA5                                        0.9616843880               16
## HLA.DRA                                      1.1408371717               13
## ITGAE                                        0.8853176467               26
## CD74                                         1.2079436397               20
## HLA.DPA1                                     1.1900381369               21
## S100A10                                      1.0723265419               16
## Tim3.HAVCR2.AHS0016.pAbO                     1.0814428572               16
## HLA.DPB1                                     0.9710077057               22
## KLRC1                                        1.0042386055               31
## TMEM97                                       0.9239543584               17
## DPP4                                         0.7805589737               37
## RPN2                                         0.8876970937               25
## PYCR1                                        0.7578570993               21
## HLA.DRB3                                     0.9460096561               28
## CD94.KLRD1.AHS0085.pAbO                      2.2153424285                3
## CASP3                                        0.9809577151               22
## LAP3                                         0.7277968069               32
## PDIA4                                        0.6405412477               36
## PASK                                         0.5282534380               41
## CD314.KLRK1.AHS0065.pAbO                     1.0526249501               12
## GZMA                                         1.2831497469               12
## CD11b.ICRF44.ITGAM.AHS0184.pAbO              1.0131633960               26
## HLA.DMA                                      0.6939856656               53
## NCR3                                         0.8727902972               34
## CD38                                         0.7460112000               40
## HLA.DQA1                                     0.9974800877               15
## BAX                                          1.0855826863               15
## KLRK1                                        0.9307552576               24
## HLA.DQB1                                     0.8957034921               27
## CXCR4                                        1.4946551148                5
## ADA                                          0.5803504574               53
## HLA.DMB                                      0.9720312434               34
## KLRF1                                        1.7090825133                8
## TARP_refseq                                  0.4241883264               43
## CD38.HIT2.CD38.AHS0022.pAbO                  1.4905985513               14
## IFITM2                                       0.7660624692               22
## FBXO22                                       0.4319433940               56
## GNAI2                                        0.7415786849               35
## CD7.CD7.AHS0043.pAbO                         0.5914432961               28
## FAS                                          0.3530517026               61
## ITGB2                                        2.2838188184                2
## CXCR3                                        1.0937139719               25
## YBX3                                         0.5784877804               63
## CD18.ITGB2.AHS0091.pAbO                      2.7958722697                1
## APOBEC3G                                     1.0525756487               26
## HLA.C                                        1.2867111705               10
## CCR1                                         0.5941614339               54
## TNFSF10                                      0.6817239271               37
## IL12RB2                                      1.1686600392               22
## GNLY                                         0.5814384111               46
## XBP1                                         0.4145041910               66
## CD8.SK1.CD8A.AHS0228.pAbO                    1.0460452356               29
## IFITM3                                       0.8156305057               19
## CST7                                         1.2312947520               17
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO             0.6959979426               24
## GZMH                                         1.0473495892               28
## CD70                                         0.8263667218               21
## LGALS1                                       0.5825309101               30
## LYN                                          0.5995405221               65
## ATF6B                                        0.5208136059               80
## GIMAP2                                       0.8790058663               31
## CD8A                                         0.9681522665               36
## CD2.CD2.AHS0029.pAbO                         0.8350454402               48
## GZMK                                         1.9689407433                5
## KDELR1                                       0.3312287474               75
## NINJ2                                        0.5758908192               64
## CD19.SJ25C1.CD19.AHS0030.pAbO                0.5030542246               71
## CD2                                          0.8446484199               46
## FN1                                          0.5612799675               31
## CD45RA.HI100.PTPRC.AHS0009.pAbO              0.6745786664               26
## GAB2                                         0.3439214713               88
## EOMES                                        0.5202073518               69
## FTH1                                         0.2465327881               75
## STAT1                                        0.4775508170               39
## LAT2                                         0.7252913956               33
## RUNX3                                        0.8453159125               35
## BCL11B                                       0.5546145817               65
## GZMB                                         0.7193693641               36
## CXCL5                                        0.3768830817               99
## S1PR1                                        0.2766007103               97
## CLEC2D                                       0.2754013319               72
## KLRC3                                        0.4795202492               74
## ITGA4                                        0.4741953094               91
## KIR2DL1                                      1.2148845069               18
## CD26.DPP4.AHS0109.pAbO                       0.6187568280               29
## FOXP1                                        0.1968635442               93
## TRBC2                                        0.8773086392               33
## HLA.A                                        1.1285678627               14
## LEF1                                         0.4544588007               67
## CD81.CD81.AHS0021.pAbO                       0.9417299609               17
## IKZF1                                        0.6690774356               38
## FCGR3A                                       1.5996654313               11
## CCR5                                         0.5696370588               76
## CD215.IL15RA.AHS0212.pAbO                    0.4378138698               45
## IL1RL1                                       0.3871067992               82
## LAT                                          0.6012762382               66
## FUT4                                         0.1997536730              128
## CD33.WM53.CD33.AHS0044.pAbO                  0.7910887028               21
## ENTPD1                                       0.4211748577               82
## CD244                                        0.6047194420               65
## CD5.UCHT2.CD5.AHS0047.pAbO                   0.2052700161               89
## ARL4C                                        0.9974883692               21
## RORA                                         0.2895460234               96
## TIGIT                                        0.9092107417               40
## NCAM1                                        0.2163573045              100
## ITGAM                                        0.3518624473               99
## CD127.IL7R.AHS0028.pAbO                      0.3811181521               52
## VPS28                                        0.6343026184               61
## IL15RA                                       0.1651756855              101
## LGALS9                                       0.2986047348              105
## ICOS                                         0.1737317162              102
## SLC25A37                                     0.2065065203               87
## RNASE6                                       0.2343623611              105
## IGBP1                                        0.3791006124              116
## SELL                                         0.2636156979               73
## IRF4                                         0.4100025922               49
## JUN                                          0.1608933724               98
## GIMAP7                                       0.3211154299              106
## CTSW                                         0.9043088657               25
## STAT4                                        0.4318296590              101
## PSEN1                                        0.2543416840              145
## SNCA                                         0.1908866395               95
## CD1D.CD1D.AHS0219.pAbO                       0.3330958161               58
## IL18                                         0.3024993737               82
## IFNGR1                                       0.3984004077              111
## KLRC4                                        0.1994284161              112
## STAT5A                                       0.1344932718              107
## IER5                                         0.0680722791              155
## ITGAL                                        0.6067528525               64
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO        0.8614083033               45
## CD247                                        0.9853741724               33
## LAIR2                                        0.3091123203               90
## FOXO3                                        0.2291915858              149
## TRAC                                         0.6012077261               31
## LAMP3                                        0.1409697385              108
## TNFSF13B                                     0.1493368337              124
## MGST1                                        0.2631690461               74
## IL12RB1                                      0.2674613559               86
## GATA3                                        0.0709260110              142
## CCR2                                         0.3587680072               90
## CD27.L128.CD27.AHS0249.pAbO                  0.0991367978              136
## IL6                                          0.1401630221              109
## NRP1                                         0.1495701497              110
## IL15                                         0.1179529166              166
## CCR7                                         0.1139802348              126
## CD14                                         0.1136560410              140
## IL18RAP                                      0.2535178858              122
## IL9R                                         0.1516253024              121
## TNFSF13                                      0.1468192241              182
## CD1A                                         0.1521349462              111
## KLRG1                                        0.2133353388              100
## CTSG                                         0.1244711870              113
## OAS1                                         0.1896424221               98
## CX3CR1                                       0.1016582236              167
## LAG3                                         0.2302185476               95
## CXCR1                                        0.1140761771              130
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO          0.0740045277              143
## ADGRG3                                       0.4030893193              108
## TBX21                                        0.6295082063               49
## CD40.CD40.AHS0117.pAbO                       0.0004279565              214
## ADGRE1                                       0.1170745821              131
## ZAP70                                        0.0394407557              197
## TGFBI                                        0.0453497570              158
## IL3RA                                        0.1923884140               88
## CD34.581.CD34.AHS0061.pAbO                   0.1689212687               99
## SLAMF1                                       0.0903470688              130
## BCL6                                         0.0311795434              183
## TGFB3                                        0.0803059464              147
## TNFRSF9                                      0.1663662194               97
## TNFRSF13C                                    0.0646108071              145
## CD8B                                         0.1065931702              136
## DOCK8                                        0.8396278835               36
## LY86                                         0.0664532542              154
## IGHM_membrane                                0.0596998898              147
## CTLA4                                        0.1220868432              115
## CD4                                          0.0622656062              152
## IL5                                          0.0473774709              157
## AIM2                                         0.0816514051              133
## IGHM_secreted                                0.0464523776              168
## CD79B                                        0.2733911466               98
## IGHA1_secreted                               0.1439598691              150
## CCL2                                         0.0376289178              170
## VMO1                                         0.0357874320              192
## BTLA                                         0.0351079446              171
## MMP9                                         0.0362471966              170
## CD1C                                         0.0371663327              169
## TREM1                                        0.0580301312              148
## CLEC4E                                       0.0287751862              181
## FOXP3                                        0.1217042218              116
## PI3                                          0.0303754007              174
## PDCD1                                        0.0638099567              151
## CD5                                          0.0621223709              162
## CXCR2                                        0.0504631469              168
## ARG1                                         0.0214768390              190
## CD36                                         0.0214768390              190
## CNTNAP3                                      0.0214768390              194
## FLT3                                         0.0214768390              190
## IGHG1_secreted                               0.0214768390              194
## IGHG3_secreted                               0.0214768390              189
## RNASE2                                       0.0214768390              194
## CCR3                                         0.0938931171              146
## CCR4                                         0.0214768390              194
## IFNA1                                        0.0214768390              194
## CD163                                        0.0214768390              190
## IL12A                                        0.0419622935              173
## CD24                                         0.0373209514              168
## S100A9                                       0.0458433022              172
## IL4                                          0.0727270815              150
## CD274                                        0.0617210200              161
## ALAS2                                        0.0000000000              215
## APOE                                         0.0000000000              215
## AQP9                                         0.0000000000              215
## AZU1                                         0.0000000000              215
## BLK                                          0.0000000000              215
## BLNK                                         0.0000000000              215
## BPI                                          0.0000000000              215
## C1QA                                         0.0000000000              215
## C1QB                                         0.0000000000              215
## CCL13                                        0.0000000000              215
## CCL17                                        0.0000000000              215
## CCL19                                        0.0000000000              215
## CCR9                                         0.0000000000              215
## CD1B                                         0.0000000000              215
## CD209                                        0.0000000000              215
## CD22                                         0.0000000000              215
## CD34                                         0.0000000000              215
## CEACAM8                                      0.0000000000              215
## CHI3L1                                       0.0000000000              215
## CLC                                          0.0000000000              215
## CLEC10A                                      0.0000000000              215
## CPA3                                         0.0000000000              215
## CXCL11                                       0.0000000000              215
## CXCL13                                       0.0000000000              215
## CXCL9                                        0.0000000000              215
## DEFA3                                        0.0000000000              215
## DEFA4                                        0.0000000000              215
## EBF1                                         0.0000000000              215
## ELANE                                        0.0000000000              215
## F13A1                                        0.0000000000              215
## FCER1A                                       0.0000000000              215
## FCER2                                        0.0000000000              215
## FCN1                                         0.0000000000              215
## GHR                                          0.0000000000              215
## IGHD_membrane                                0.0000000000              215
## IGHE_secreted                                0.0000000000              215
## IGHG1_membrane                               0.0000000000              215
## IGHG2_secreted                               0.0000000000              215
## IGHG4_secreted                               0.0000000000              215
## IGLC3                                        0.0000000000              215
## IL17A                                        0.0000000000              215
## IL17F                                        0.0000000000              215
## IL21                                         0.0000000000              215
## IL25                                         0.0000000000              215
## IL31                                         0.0000000000              215
## IL33                                         0.0000000000              215
## IL9                                          0.0000000000              215
## MME                                          0.0000000000              215
## MMP12                                        0.0000000000              215
## S100A12                                      0.0000000000              215
## TCL1A                                        0.0000000000              215
## TLR8                                         0.0000000000              215
## TNFRSF17                                     0.0000000000              215
## VPREB3                                       0.0000000000              215
## AOC3                                         0.0000000000              215
## EPX                                          0.0000000000              215
## IL22                                         0.0000000000              215
## LRRC32                                       0.0000000000              215
## CXCL2                                        0.0000000000              217
## MS4A1                                        0.0000000000              215
## CD40                                         0.0412296824              174
## CXCL3                                        0.0000000000              215
## SPP1                                         0.0000000000              215
## CD3G                                         0.0582094514              165
## SLC7A7                                       0.0198521168              206
## IL1R2                                        0.0000000000              215
## CR2                                          0.0000000000              217
## KCNE3                                        0.0000000000              215
## CD200                                        0.0296175041              179
## CD79A                                        0.0045062118              214
## CLEC4D                                       0.0000000000              217
## CXCL10                                       0.0214768390              196
## CD28                                         0.0303761109              185
## CCL22                                        0.0000000000              217
## MITF                                         0.0000000000              215
## IL2                                          0.0461953856              172
## CXCL8                                        0.0614710904              147
## JCHAIN                                       0.0000000000              220
## F5                                           0.0000000000              215
## VSIG4                                        0.0303659051              176
## THBD                                         0.0000000000              215
## POU2AF1                                      0.0630682634              145
## GZMM                                         0.0214768390              202
## FAM129C                                      0.0000000000              290
## PAX5                                         0.0981890571              126
## CXCL1                                        0.0000000000              215
## IL6R                                         0.0214768390              194
## CMKLR1                                       0.0441960461              159
## CD103.ITGAE.AHS0001.pAbO                     0.0912608833              142
## LILRB4                                       0.0403574531              180
## TNFRSF4                                      0.0303705890              175
## TPSAB1                                       0.0528340511              173
## CCR10                                        0.0000000000              243
## B3GAT1                                       0.0725843378              151
## TLR2                                        -0.0209528348              300
## CXCL16                                       0.0324451439              186
## TLR9                                         0.0533161755              172
## CSF3                                         0.0303315094              177
## CHI3L2                                       0.0296851606              247
## CMTM2                                        0.0146456745              274
## IL1B                                         0.0661024154              161
## CD27                                         0.0639003604              158
## TCF4                                         0.0520710352              194
## CD160                                        0.2072794602               83
## TLR7                                         0.0371472423              189
## NT5E                                         0.0479728029              177
## TCF7                                         0.0470998445              180
## CD4.SK3.CD4.AHS0032.pAbO                     0.4147770474               48
## CD72                                         0.0742623672              148
## BACH2                                        0.0970823471              142
## CD80                                         0.1355258345              106
## CD22.CD22.AHS0195.pAbO                       0.2553758196               79
## CCL20                                        0.0486437469              160
## GIMAP5                                       0.6358238575               59
## PECAM1                                       0.4750236068               40
## TNFRSF18                                     0.0884346129              145
## CXCR5                                        0.1125037794              115
## THBS1                                        0.0891693936              143
## CD6                                          0.1519687538              121
## TRAT1                                        0.3842373507               53
## LTB                                          0.0216107199              252
## JUNB                                         0.1603313874              101
## FAM65B                                       0.2247352469              151
## FYN                                          0.5220017559               68
## IKZF2                                        0.1124626194              184
## IGKC                                         0.1506818772              107
## TNFSF8                                       0.1660649850              130
## CD3D                                         0.0342342228              176
## QPCT                                         0.1276521680              128
## CD102.ICAM2.AHS0155.pAbO                     0.3482196644               58
## IL13                                         0.2050253313               80
## FOSL1                                        0.1770861363               95
## VEGFA                                        0.3588580115               88
## NAMPT                                        0.4451885235               46
## CD28.CD28.2.CD28.AHS0024.pAbO                0.0160660117              224
## TNFRSF1B                                     0.3410969094               65
## CD3E                                         0.6884185236               50
## CD86                                         0.2150969401               79
## IL3                                          0.0092069363              233
## FOXO1                                        0.1459661723              123
## TNFRSF25                                     0.0403507193              165
## IL23R                                        0.6168317673               63
## CD9                                          0.1151888699              118
## CD63                                         0.9776272059               23
## FASLG                                        0.4146740225               78
## IL1RN                                        0.0743203969              138
## ZBED2                                        0.1909537039               89
## ZBTB16                                       0.2076276390              132
## LIPA                                         0.4053907636              104
## LTA                                          0.2573728735              100
## PTGDR2                                       0.0755966617              134
## CD48                                         0.5754045261               73
## CCR8                                         0.2172871319               82
## CD3.SK7.CD3E.AHS0033.pAbO                   -0.0194427705              307
## CNOT2                                        0.1035193759              197
## TIAF1                                        0.3333245971              125
## HAVCR2                                       0.6149971880               59
## MZB1                                         0.3102993337               66
## PMCH                                         0.1236928596              112
## ZNF683                                       0.2658179202               72
## CD33                                         0.3342746492               59
## CCR6                                         0.5568447889               57
## DUSP4                                        0.3644701500               63
## IL18R1                                       0.2166755702              120
## IL7R                                         0.1091030381              119
## STAT6                                       -0.0079629757              356
## IgM.IGHM.AHS0198.pAbO                        0.0292858089              198
## RGS1                                         0.6089635276               30
## VNN2                                         0.2763290671              137
## NKG7                                         1.5552211029               13
## CD25.2A3.IL2RA.AHS0026.pAbO                  0.3392679765               60
## CD14.MPHIP9.CD14.AHS0037.pAbO                0.0407821953              164
## CX3CR1.CX3CR1.AHS0125.pAbO                   0.0168148883              230
## BCL2A1                                       0.4885433303               73
## CXCR6                                        0.1742368938              170
## CD7                                          0.2910651863              135
## RORC                                         0.1028320971              135
## CBLB                                         0.1162870715              176
## IgG.IGHG1_2_3_4.AHS0059.pAbO                 0.5798369212               62
## CD335.NCR1.AHS0068.pAbO                      0.7169138151               43
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO    0.0819250321              140
## CCR7.CCR7.AHS0273.pAbO                      -0.0075058603              308
## TNFRSF8                                      0.3999436107               47
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO           0.2538008434               81
## CTSD                                         0.2258690885              150
## CD45RO.PTPRC.AHS0036.pAbO                    0.1607972303               99
## CD40LG                                       0.1196854545              112
## CD279.EH12.1.PDCD1.AHS0014.pAbO              0.3754864870               55
## FYB                                          0.3177448352              131
## TSPAN32                                     -0.0160131158              370
## BIN2                                         0.7094692450               46
## IRF8                                         0.6882229607               52
## LCK                                          0.5396004984               82
## DUSP1                                        0.1861999316              165
## LIF                                          0.5872037966               29
## CASP5                                        0.5192206779               88
## PTPRC                                        0.6792599836               53
## TNFSF14                                      0.0713764814              140
## ITGAX                                        0.4486695134               43
## SEMA7A                                       0.2047168921              110
## MYC                                          0.5249872657               34
## PIK3AP1                                      0.1751195191              169
## SPOCK2                                       0.4171025078              103
## TGFB1                                        0.1278591574              186
## TRIB2                                        0.3262805334               62
## IER3                                         0.4146270195               45
## KIT                                          0.5848317106               30
## FOSB                                        -0.0613206487              334
## CCL1                                         0.1639782544               96
## CCL3                                         1.1374176608               24
## LGALS3                                       0.1129549099              166
## CD95.FAS.AHS0023.pAbO                        0.1816878637               90
## CD300A                                       0.2913783591               95
## BCL2                                         0.3437781161              123
## TNF                                          0.5436591974               32
## TXK                                          0.7143676640               45
## IFNG                                         0.1005391804              125
## IL4R                                         0.3988348432              110
## CD152.CTLA4.AHS0017.pAbO                     0.0801333908              134
## IL32                                         0.3371425540               61
## IL2RB                                        0.5584696103               78
## GLG1                                         0.2569473908              142
## PRDM1                                       -0.0234860695              314
## XCL1                                         0.3717738609               53
## BIRC3                                        0.5875287752               32
## C10orf54                                    -0.0098672512              322
## STAT3                                        0.1047054541              196
## CD39.ENTPD1.AHS0006.pAbO                     0.3695390032               56
## CD226.CD226.AHS0079.pAbO                     0.3219765399               63
## LAMP1                                        0.6363453191               58
## CCL4                                         1.2124247645               19
## EGR1                                         0.2428466485               78
## EGR3                                         0.3700867357               54
## FCER1G                                       0.4687940418               93
## SELPLG                                       1.1616407055               13
## IL2RA                                        0.5101375688               39
## ITK                                          0.0314129339              173
## ICAM1                                        0.1706274784               92
## PRF1                                         0.6726365269               54
## CD161.DX12.KLRB1.AHS0002.pAbO                0.2042926362               81
## CD44                                        -0.1406867084              377
## CCL5                                         0.7064704754               52
## CD69                                         0.2426919476               76
## DUSP2                                        0.6131774963               54
## PIK3IP1                                      0.5966416109               68
## CD69.CD69.AHS0010.pAbO                       0.4920579410               42
## CSF2                                         0.3136250972               64
## CD52                                         0.1235146906              119
## CCND2                                        0.3877093693              114
## CD37                                         0.4457707356               96
## BTG1                                        -0.0777200584              407
## KLRB1                                        0.1607677612              176
##                                            mean.AUC    min.AUC median.AUC
## TYMS                                      0.9270278 0.87572638  0.9513201
## KIAA0101                                  0.9250226 0.85804692  0.9588085
## HMGB2                                     0.9202053 0.90220088  0.9172310
## TOP2A                                     0.8932386 0.85795312  0.9041134
## TK1                                       0.8921962 0.83577315  0.9246434
## AURKB                                     0.8580431 0.82414213  0.8692127
## UBE2C                                     0.8487398 0.80464938  0.8629645
## PCNA                                      0.8272554 0.74549907  0.8282497
## HMMR                                      0.7887052 0.76407937  0.7970537
## CCNB1                                     0.7846171 0.75086311  0.7976426
## MKI67                                     0.7639280 0.73290672  0.7759580
## MCM4                                      0.7406023 0.66876794  0.7500231
## MCM2                                      0.7303587 0.64980426  0.7322570
## GAPDH                                     0.7216449 0.48521866  0.7558682
## PTTG2                                     0.7138652 0.66573282  0.7127106
## TRDC                                      0.7052233 0.64935061  0.6906298
## PDIA6                                     0.7005342 0.60864764  0.7419299
## ANXA5                                     0.6829047 0.50017470  0.7165771
## HLA.DRA                                   0.6784244 0.54531876  0.6847782
## ITGAE                                     0.6775558 0.60217365  0.6963197
## CD74                                      0.6708020 0.52471021  0.7049281
## HLA.DPA1                                  0.6629975 0.52454194  0.6574295
## S100A10                                   0.6598492 0.54903097  0.6473241
## Tim3.HAVCR2.AHS0016.pAbO                  0.6517298 0.55940757  0.6058656
## HLA.DPB1                                  0.6490980 0.53647112  0.6333129
## KLRC1                                     0.6368255 0.53526496  0.6073993
## TMEM97                                    0.6360799 0.44342190  0.6542660
## DPP4                                      0.6306808 0.59153857  0.6256314
## RPN2                                      0.6295271 0.50628755  0.6317057
## PYCR1                                     0.6232587 0.59102115  0.6133149
## HLA.DRB3                                  0.6218253 0.52037294  0.6226573
## CD94.KLRD1.AHS0085.pAbO                   0.6101264 0.42169617  0.5840051
## CASP3                                     0.6098325 0.51087286  0.6086471
## LAP3                                      0.6090086 0.53364100  0.6032862
## PDIA4                                     0.6067056 0.54749986  0.6180837
## PASK                                      0.6025318 0.58702530  0.6073199
## CD314.KLRK1.AHS0065.pAbO                  0.5970241 0.47567522  0.5786482
## GZMA                                      0.5956649 0.29664462  0.6791530
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.5928808 0.38353670  0.6477834
## HLA.DMA                                   0.5923957 0.50962457  0.5970186
## NCR3                                      0.5912135 0.44006511  0.5731240
## CD38                                      0.5904840 0.50427467  0.6017024
## HLA.DQA1                                  0.5894200 0.39216137  0.5848202
## BAX                                       0.5877293 0.45945579  0.5223586
## KLRK1                                     0.5825676 0.45436408  0.5744829
## HLA.DQB1                                  0.5813485 0.43508540  0.6137890
## CXCR4                                     0.5794680 0.14413067  0.6975619
## ADA                                       0.5794184 0.45288378  0.5975374
## HLA.DMB                                   0.5788309 0.51200675  0.5243577
## KLRF1                                     0.5782959 0.35307759  0.5166004
## TARP_refseq                               0.5782324 0.54244399  0.5866740
## CD38.HIT2.CD38.AHS0022.pAbO               0.5768371 0.48717093  0.5207430
## IFITM2                                    0.5715453 0.37048158  0.6834672
## FBXO22                                    0.5713030 0.53583544  0.5882161
## GNAI2                                     0.5705519 0.40828869  0.5849014
## CD7.CD7.AHS0043.pAbO                      0.5695470 0.45142881  0.5216453
## FAS                                       0.5683680 0.50944192  0.5814245
## ITGB2                                     0.5682209 0.32627834  0.4658081
## CXCR3                                     0.5674377 0.42245407  0.4965507
## YBX3                                      0.5627374 0.52558036  0.5530236
## CD18.ITGB2.AHS0091.pAbO                   0.5626196 0.39362151  0.4744562
## APOBEC3G                                  0.5613715 0.36358486  0.5855864
## HLA.C                                     0.5609744 0.35831850  0.5294437
## CCR1                                      0.5587982 0.37905181  0.5986680
## TNFSF10                                   0.5584010 0.32497260  0.5793047
## IL12RB2                                   0.5569580 0.37178743  0.5175786
## GNLY                                      0.5567905 0.38054391  0.6184631
## XBP1                                      0.5564949 0.43954903  0.5657413
## CD8.SK1.CD8A.AHS0228.pAbO                 0.5547539 0.36627197  0.5475703
## IFITM3                                    0.5526308 0.32318822  0.6288295
## CST7                                      0.5524238 0.37090345  0.4795561
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.5504651 0.36895054  0.5495141
## GZMH                                      0.5501457 0.39119651  0.5426189
## CD70                                      0.5499674 0.40111626  0.5241730
## LGALS1                                    0.5496173 0.30280010  0.6146520
## LYN                                       0.5486014 0.41366235  0.5570376
## ATF6B                                     0.5474502 0.49412254  0.5282725
## GIMAP2                                    0.5458951 0.44613724  0.4999611
## CD8A                                      0.5458342 0.35797079  0.5710902
## CD2.CD2.AHS0029.pAbO                      0.5457566 0.39782314  0.5365220
## GZMK                                      0.5441993 0.21523570  0.4898080
## KDELR1                                    0.5437848 0.52783223  0.5523713
## NINJ2                                     0.5436489 0.42479013  0.5118045
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.5432968 0.44179441  0.5422448
## CD2                                       0.5428627 0.37720934  0.5409906
## FN1                                       0.5415138 0.44184963  0.5575901
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.5409515 0.42120916  0.5655910
## GAB2                                      0.5368413 0.49739682  0.5496436
## EOMES                                     0.5350440 0.49402888  0.5261362
## FTH1                                      0.5350189 0.50857489  0.5317962
## STAT1                                     0.5343678 0.39403070  0.5852417
## LAT2                                      0.5313490 0.38611878  0.5233705
## RUNX3                                     0.5310115 0.38864090  0.4962353
## BCL11B                                    0.5301621 0.49439640  0.5155332
## GZMB                                      0.5288202 0.33544000  0.5455413
## CXCL5                                     0.5288184 0.48183588  0.5270189
## S1PR1                                     0.5285346 0.51556076  0.5317748
## CLEC2D                                    0.5284059 0.50642742  0.5239665
## KLRC3                                     0.5279494 0.48740054  0.5046259
## ITGA4                                     0.5278526 0.43719552  0.5344969
## KIR2DL1                                   0.5262444 0.36348130  0.4838339
## CD26.DPP4.AHS0109.pAbO                    0.5259312 0.38322876  0.5518239
## FOXP1                                     0.5252458 0.50700777  0.5208459
## TRBC2                                     0.5243702 0.39677543  0.4566798
## HLA.A                                     0.5234764 0.29282989  0.5139571
## LEF1                                      0.5230008 0.37639378  0.5502608
## CD81.CD81.AHS0021.pAbO                    0.5224703 0.40894607  0.4574149
## IKZF1                                     0.5222449 0.34079324  0.5269571
## FCGR3A                                    0.5221798 0.22615970  0.6094016
## CCR5                                      0.5215514 0.36350727  0.5307224
## CD215.IL15RA.AHS0212.pAbO                 0.5191157 0.40141816  0.5162778
## IL1RL1                                    0.5185637 0.48680571  0.5189514
## LAT                                       0.5183375 0.41102081  0.5219004
## FUT4                                      0.5182461 0.50698781  0.5190761
## CD33.WM53.CD33.AHS0044.pAbO               0.5182116 0.30407373  0.5929979
## ENTPD1                                    0.5179449 0.36251533  0.5468006
## CD244                                     0.5176540 0.38835018  0.4825618
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5175525 0.47707605  0.5130107
## ARL4C                                     0.5170550 0.34173642  0.4788077
## RORA                                      0.5163274 0.47319868  0.5189973
## TIGIT                                     0.5161149 0.31407881  0.5049242
## NCAM1                                     0.5158973 0.45799727  0.5349158
## ITGAM                                     0.5151009 0.41982506  0.5115903
## CD127.IL7R.AHS0028.pAbO                   0.5148144 0.41037912  0.5127732
## VPS28                                     0.5144536 0.43393310  0.4795353
## IL15RA                                    0.5144047 0.45358330  0.5112868
## LGALS9                                    0.5140718 0.42423377  0.5339929
## ICOS                                      0.5139718 0.44308993  0.5254365
## SLC25A37                                  0.5138962 0.50921666  0.5145608
## RNASE6                                    0.5137027 0.50757369  0.5125100
## IGBP1                                     0.5135765 0.47119401  0.5026501
## SELL                                      0.5135751 0.48954130  0.5168617
## IRF4                                      0.5133883 0.42024690  0.4915146
## JUN                                       0.5133713 0.47640946  0.5220213
## GIMAP7                                    0.5129092 0.49378059  0.5131285
## CTSW                                      0.5125151 0.26765393  0.5198737
## STAT4                                     0.5123227 0.40308282  0.5285072
## PSEN1                                     0.5119783 0.49139189  0.5145748
## SNCA                                      0.5119612 0.49578834  0.5179593
## CD1D.CD1D.AHS0219.pAbO                    0.5118453 0.43302002  0.5198163
## IL18                                      0.5112444 0.44982901  0.5114242
## IFNGR1                                    0.5092686 0.45217155  0.5091544
## KLRC4                                     0.5092455 0.49203175  0.5081784
## STAT5A                                    0.5088503 0.46048082  0.5081174
## IER5                                      0.5083830 0.50250422  0.5099143
## ITGAL                                     0.5083074 0.31728151  0.5461065
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.5079399 0.23887565  0.5359879
## CD247                                     0.5077050 0.32721592  0.4398791
## LAIR2                                     0.5072861 0.44167258  0.5187281
## FOXO3                                     0.5071684 0.49320569  0.5015981
## TRAC                                      0.5064381 0.38263312  0.4860688
## LAMP3                                     0.5062839 0.49867300  0.5102801
## TNFSF13B                                  0.5061305 0.47953626  0.5145640
## MGST1                                     0.5060414 0.45477339  0.5220418
## IL12RB1                                   0.5059332 0.42370055  0.5564555
## GATA3                                     0.5058945 0.49775554  0.5085619
## CCR2                                      0.5058796 0.45621279  0.5195335
## CD27.L128.CD27.AHS0249.pAbO               0.5058312 0.48169938  0.5003968
## IL6                                       0.5057853 0.49705464  0.5059549
## NRP1                                      0.5044792 0.47894614  0.5076531
## IL15                                      0.5043532 0.49100435  0.5072095
## CCR7                                      0.5042700 0.50316534  0.5042006
## CD14                                      0.5040721 0.49969332  0.5049900
## IL18RAP                                   0.5038842 0.44054970  0.5321129
## IL9R                                      0.5038103 0.46842007  0.5146524
## TNFSF13                                   0.5036413 0.48950363  0.5048314
## CD1A                                      0.5036193 0.49775139  0.5051375
## KLRG1                                     0.5036188 0.48214991  0.5153764
## CTSG                                      0.5035050 0.50226105  0.5039040
## OAS1                                      0.5030884 0.42669526  0.5307575
## CX3CR1                                    0.5030362 0.49817122  0.5026072
## LAG3                                      0.5026118 0.48216105  0.5008838
## CXCR1                                     0.5025039 0.50101476  0.5030324
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5022567 0.47449991  0.5008232
## ADGRG3                                    0.5020207 0.40295967  0.5280636
## TBX21                                     0.5020151 0.35212885  0.4977063
## CD40.CD40.AHS0117.pAbO                    0.5019711 0.49914361  0.5014765
## ADGRE1                                    0.5019091 0.49971018  0.5022605
## ZAP70                                     0.5018849 0.48869547  0.5021613
## TGFBI                                     0.5016583 0.50022766  0.5014488
## IL3RA                                     0.5013025 0.47311587  0.4938012
## CD34.581.CD34.AHS0061.pAbO                0.5011615 0.42100965  0.5116452
## SLAMF1                                    0.5011550 0.49892694  0.5006444
## BCL6                                      0.5011443 0.50020028  0.5007344
## TGFB3                                     0.5010357 0.49816004  0.5015055
## TNFRSF9                                   0.5008188 0.48858988  0.5047378
## TNFRSF13C                                 0.5007781 0.49924701  0.5010988
## CD8B                                      0.5007445 0.49820339  0.5012644
## DOCK8                                     0.5007238 0.35731471  0.4512211
## LY86                                      0.5007189 0.49898097  0.5005458
## IGHM_membrane                             0.5006751 0.50008575  0.5007252
## CTLA4                                     0.5006642 0.49346761  0.5029519
## CD4                                       0.5006641 0.50031634  0.5006094
## IL5                                       0.5006406 0.50023537  0.5008072
## AIM2                                      0.5005902 0.49460566  0.5024202
## IGHM_secreted                             0.5005708 0.50033156  0.5006048
## CD79B                                     0.5004587 0.46477335  0.5004099
## IGHA1_secreted                            0.5004388 0.49181455  0.5022289
## CCL2                                      0.5003872 0.50014810  0.5004187
## VMO1                                      0.5003636 0.49993495  0.5001583
## BTLA                                      0.5003459 0.50034594  0.5003459
## MMP9                                      0.5003285 0.50025885  0.5003459
## CD1C                                      0.5002937 0.50008498  0.5003459
## TREM1                                     0.5002132 0.49878576  0.5002263
## CLEC4E                                    0.5002021 0.50008784  0.5002306
## FOXP3                                     0.5001983 0.48098289  0.5012014
## PI3                                       0.5001847 0.50008784  0.5002306
## PDCD1                                     0.5001831 0.49790906  0.5005820
## CD5                                       0.5001353 0.49846751  0.5001541
## CXCR2                                     0.5001213 0.49958614  0.5002635
## ARG1                                      0.5001153 0.50011531  0.5001153
## CD36                                      0.5001153 0.50011531  0.5001153
## CNTNAP3                                   0.5001153 0.50011531  0.5001153
## FLT3                                      0.5001153 0.50011531  0.5001153
## IGHG1_secreted                            0.5001153 0.50011531  0.5001153
## IGHG3_secreted                            0.5001153 0.50011531  0.5001153
## RNASE2                                    0.5001153 0.50011531  0.5001153
## CCR3                                      0.5001095 0.49551765  0.5015082
## CCR4                                      0.5000979 0.50002826  0.5001153
## IFNA1                                     0.5000979 0.50002826  0.5001153
## CD163                                     0.5000805 0.49994129  0.5001153
## IL12A                                     0.5000652 0.49960477  0.5001453
## CD24                                      0.5000588 0.49913367  0.4999846
## S100A9                                    0.5000558 0.49950893  0.5000544
## IL4                                       0.5000190 0.49738086  0.5006863
## CD274                                     0.5000074 0.48668022  0.5056937
## ALAS2                                     0.5000000 0.50000000  0.5000000
## APOE                                      0.5000000 0.50000000  0.5000000
## AQP9                                      0.5000000 0.50000000  0.5000000
## AZU1                                      0.5000000 0.50000000  0.5000000
## BLK                                       0.5000000 0.50000000  0.5000000
## BLNK                                      0.5000000 0.50000000  0.5000000
## BPI                                       0.5000000 0.50000000  0.5000000
## C1QA                                      0.5000000 0.50000000  0.5000000
## C1QB                                      0.5000000 0.50000000  0.5000000
## CCL13                                     0.5000000 0.50000000  0.5000000
## CCL17                                     0.5000000 0.50000000  0.5000000
## CCL19                                     0.5000000 0.50000000  0.5000000
## CCR9                                      0.5000000 0.50000000  0.5000000
## CD1B                                      0.5000000 0.50000000  0.5000000
## CD209                                     0.5000000 0.50000000  0.5000000
## CD22                                      0.5000000 0.50000000  0.5000000
## CD34                                      0.5000000 0.50000000  0.5000000
## CEACAM8                                   0.5000000 0.50000000  0.5000000
## CHI3L1                                    0.5000000 0.50000000  0.5000000
## CLC                                       0.5000000 0.50000000  0.5000000
## CLEC10A                                   0.5000000 0.50000000  0.5000000
## CPA3                                      0.5000000 0.50000000  0.5000000
## CXCL11                                    0.5000000 0.50000000  0.5000000
## CXCL13                                    0.5000000 0.50000000  0.5000000
## CXCL9                                     0.5000000 0.50000000  0.5000000
## DEFA3                                     0.5000000 0.50000000  0.5000000
## DEFA4                                     0.5000000 0.50000000  0.5000000
## EBF1                                      0.5000000 0.50000000  0.5000000
## ELANE                                     0.5000000 0.50000000  0.5000000
## F13A1                                     0.5000000 0.50000000  0.5000000
## FCER1A                                    0.5000000 0.50000000  0.5000000
## FCER2                                     0.5000000 0.50000000  0.5000000
## FCN1                                      0.5000000 0.50000000  0.5000000
## GHR                                       0.5000000 0.50000000  0.5000000
## IGHD_membrane                             0.5000000 0.50000000  0.5000000
## IGHE_secreted                             0.5000000 0.50000000  0.5000000
## IGHG1_membrane                            0.5000000 0.50000000  0.5000000
## IGHG2_secreted                            0.5000000 0.50000000  0.5000000
## IGHG4_secreted                            0.5000000 0.50000000  0.5000000
## IGLC3                                     0.5000000 0.50000000  0.5000000
## IL17A                                     0.5000000 0.50000000  0.5000000
## IL17F                                     0.5000000 0.50000000  0.5000000
## IL21                                      0.5000000 0.50000000  0.5000000
## IL25                                      0.5000000 0.50000000  0.5000000
## IL31                                      0.5000000 0.50000000  0.5000000
## IL33                                      0.5000000 0.50000000  0.5000000
## IL9                                       0.5000000 0.50000000  0.5000000
## MME                                       0.5000000 0.50000000  0.5000000
## MMP12                                     0.5000000 0.50000000  0.5000000
## S100A12                                   0.5000000 0.50000000  0.5000000
## TCL1A                                     0.5000000 0.50000000  0.5000000
## TLR8                                      0.5000000 0.50000000  0.5000000
## TNFRSF17                                  0.5000000 0.50000000  0.5000000
## VPREB3                                    0.5000000 0.50000000  0.5000000
## AOC3                                      0.4999826 0.49991297  0.5000000
## EPX                                       0.4999714 0.49985714  0.5000000
## IL22                                      0.4999714 0.49985714  0.5000000
## LRRC32                                    0.4999714 0.49985714  0.5000000
## CXCL2                                     0.4999684 0.49984217  0.5000000
## MS4A1                                     0.4999652 0.49982594  0.5000000
## CD40                                      0.4999639 0.49919834  0.5000329
## CXCL3                                     0.4999540 0.49985714  0.5000000
## SPP1                                      0.4999540 0.49985714  0.5000000
## CD3G                                      0.4999521 0.49934313  0.4994809
## SLC7A7                                    0.4999287 0.49937915  0.4997381
## IL1R2                                     0.4999143 0.49957143  0.5000000
## CR2                                       0.4999021 0.49968434  0.5000000
## KCNE3                                     0.4998993 0.49963951  0.5000000
## CD200                                     0.4998592 0.49837335  0.5002306
## CD79A                                     0.4998566 0.49902738  0.4997428
## CLEC4D                                    0.4998541 0.49942857  0.5000000
## CXCL10                                    0.4998304 0.49939417  0.4999725
## CD28                                      0.4998253 0.49944112  0.4998021
## CCL22                                     0.4998193 0.49942857  0.4998422
## MITF                                      0.4997863 0.49893162  0.5000000
## IL2                                       0.4997811 0.49871939  0.4998556
## CXCL8                                     0.4997694 0.49743991  0.4999233
## JCHAIN                                    0.4997548 0.49893162  0.5000000
## F5                                        0.4997403 0.49893162  0.4999130
## VSIG4                                     0.4997397 0.49809289  0.5000877
## THBD                                      0.4997341 0.49893162  0.5000000
## POU2AF1                                   0.4997330 0.49532311  0.5009506
## GZMM                                      0.4996399 0.49915818  0.4996868
## FAM129C                                   0.4996163 0.49893162  0.4996843
## PAX5                                      0.4996155 0.49230564  0.5002470
## CXCL1                                     0.4995726 0.49786325  0.5000000
## IL6R                                      0.4995415 0.49840129  0.5000283
## CMKLR1                                    0.4994720 0.49737119  0.4996189
## CD103.ITGAE.AHS0001.pAbO                  0.4994638 0.47441072  0.5020861
## LILRB4                                    0.4994561 0.49740862  0.5000867
## TNFRSF4                                   0.4994177 0.49349932  0.4990426
## TPSAB1                                    0.4994056 0.49546260  0.5004587
## CCR10                                     0.4993169 0.49786325  0.4998259
## B3GAT1                                    0.4992563 0.49697325  0.4994084
## TLR2                                      0.4990997 0.49702402  0.4995163
## CXCL16                                    0.4990034 0.49338051  0.4961642
## TLR9                                      0.4988874 0.49339755  0.5008158
## CSF3                                      0.4986766 0.49382136  0.5000878
## CHI3L2                                    0.4986613 0.49527748  0.4993936
## CMTM2                                     0.4985611 0.49380263  0.4999955
## IL1B                                      0.4985426 0.49343743  0.4994994
## CD27                                      0.4984276 0.49451277  0.4994390
## TCF4                                      0.4982485 0.47852332  0.5028212
## CD160                                     0.4979990 0.47067961  0.5084423
## TLR7                                      0.4979813 0.48965627  0.5000847
## NT5E                                      0.4979497 0.48988344  0.4998799
## TCF7                                      0.4978715 0.49397314  0.4989609
## CD4.SK3.CD4.AHS0032.pAbO                  0.4978101 0.34018038  0.5340210
## CD72                                      0.4977722 0.48319478  0.5056394
## BACH2                                     0.4976862 0.44577201  0.5031138
## CD80                                      0.4975421 0.45157943  0.4926682
## CD22.CD22.AHS0195.pAbO                    0.4972481 0.40968921  0.4987239
## CCL20                                     0.4969594 0.48318835  0.4999607
## GIMAP5                                    0.4965683 0.30741604  0.5357760
## PECAM1                                    0.4964945 0.32017378  0.5006438
## TNFRSF18                                  0.4964253 0.46293578  0.5017171
## CXCR5                                     0.4961334 0.47579596  0.4984371
## THBS1                                     0.4959001 0.47646301  0.5017863
## CD6                                       0.4956203 0.48169418  0.4999088
## TRAT1                                     0.4956194 0.42173537  0.5089895
## LTB                                       0.4953377 0.48581888  0.4980012
## JUNB                                      0.4952657 0.43339006  0.4978411
## FAM65B                                    0.4952574 0.46979545  0.4832384
## FYN                                       0.4950737 0.36046804  0.4561042
## IKZF2                                     0.4948987 0.46007634  0.5005001
## IGKC                                      0.4948548 0.45331029  0.5037298
## TNFSF8                                    0.4943418 0.43684648  0.5136104
## CD3D                                      0.4941415 0.48705403  0.4936972
## QPCT                                      0.4940480 0.46245954  0.4939293
## CD102.ICAM2.AHS0155.pAbO                  0.4937834 0.31484520  0.5255298
## IL13                                      0.4936896 0.42779761  0.4970992
## FOSL1                                     0.4931618 0.43250590  0.5077595
## VEGFA                                     0.4930959 0.38396323  0.5121148
## NAMPT                                     0.4925046 0.33097601  0.4957068
## CD28.CD28.2.CD28.AHS0024.pAbO             0.4924004 0.46385508  0.4993214
## TNFRSF1B                                  0.4923530 0.35172676  0.4855352
## CD3E                                      0.4922872 0.30912760  0.5287483
## CD86                                      0.4920563 0.41378136  0.4981808
## IL3                                       0.4920106 0.46805051  0.5011074
## FOXO1                                     0.4919220 0.44105434  0.5172525
## TNFRSF25                                  0.4904590 0.45203051  0.4996878
## IL23R                                     0.4904141 0.33625843  0.4395594
## CD9                                       0.4901601 0.42818325  0.4891806
## CD63                                      0.4899832 0.20829194  0.4788406
## FASLG                                     0.4899797 0.40020437  0.5192397
## IL1RN                                     0.4898954 0.45841839  0.5002563
## ZBED2                                     0.4897170 0.40730805  0.5037482
## ZBTB16                                    0.4894969 0.42256210  0.5078221
## LIPA                                      0.4885313 0.35534715  0.5069147
## LTA                                       0.4884105 0.37911597  0.5135665
## PTGDR2                                    0.4879952 0.43531569  0.5015794
## CD48                                      0.4879605 0.37610386  0.4322540
## CCR8                                      0.4879186 0.40783458  0.5069006
## CD3.SK7.CD3E.AHS0033.pAbO                 0.4878883 0.47808154  0.4868180
## CNOT2                                     0.4874430 0.45574388  0.4842648
## TIAF1                                     0.4871359 0.40527747  0.4685877
## HAVCR2                                    0.4869486 0.33585679  0.4782706
## MZB1                                      0.4869242 0.39078342  0.4985559
## PMCH                                      0.4868802 0.45424044  0.4901607
## ZNF683                                    0.4865159 0.39364582  0.5054053
## CD33                                      0.4862662 0.30155136  0.5327875
## CCR6                                      0.4860475 0.33175780  0.4841622
## DUSP4                                     0.4859189 0.31763940  0.4580919
## IL18R1                                    0.4847000 0.38847046  0.5213867
## IL7R                                      0.4845973 0.46339383  0.4858602
## STAT6                                     0.4844846 0.47049879  0.4885083
## IgM.IGHM.AHS0198.pAbO                     0.4841883 0.45012142  0.4888840
## RGS1                                      0.4839841 0.34438876  0.4912069
## VNN2                                      0.4823206 0.39275903  0.5068333
## NKG7                                      0.4819963 0.14203392  0.4009563
## CD25.2A3.IL2RA.AHS0026.pAbO               0.4819962 0.35291694  0.4639954
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.4799355 0.44643779  0.4706811
## CX3CR1.CX3CR1.AHS0125.pAbO                0.4798510 0.43640920  0.4787461
## BCL2A1                                    0.4798173 0.26976443  0.5529469
## CXCR6                                     0.4798023 0.41206526  0.4721685
## CD7                                       0.4789132 0.37506110  0.4811322
## RORC                                      0.4784280 0.39132230  0.4999612
## CBLB                                      0.4783116 0.42078549  0.4647667
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.4776288 0.26157395  0.5097791
## CD335.NCR1.AHS0068.pAbO                   0.4776269 0.31345816  0.4645376
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.4771626 0.39455552  0.4782207
## CCR7.CCR7.AHS0273.pAbO                    0.4770581 0.42459399  0.4868348
## TNFRSF8                                   0.4767036 0.34227211  0.5121087
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.4764521 0.31040151  0.5139236
## CTSD                                      0.4759770 0.41294967  0.4672783
## CD45RO.PTPRC.AHS0036.pAbO                 0.4751091 0.39877806  0.4619094
## CD40LG                                    0.4747541 0.37041505  0.4967414
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.4747222 0.39019014  0.4739086
## FYB                                       0.4741234 0.33699123  0.5121796
## TSPAN32                                   0.4729425 0.44992061  0.4759312
## BIN2                                      0.4727724 0.35173973  0.4082104
## IRF8                                      0.4727529 0.30542953  0.4320462
## LCK                                       0.4723676 0.32945497  0.3907642
## DUSP1                                     0.4720129 0.39850801  0.4991773
## LIF                                       0.4719116 0.30420678  0.4327360
## CASP5                                     0.4692349 0.32075377  0.4584510
## PTPRC                                     0.4672520 0.32104282  0.4550114
## TNFSF14                                   0.4644580 0.40071672  0.4872300
## ITGAX                                     0.4641761 0.16794523  0.4893842
## SEMA7A                                    0.4637474 0.34715857  0.4978608
## MYC                                       0.4625607 0.25817406  0.4262984
## PIK3AP1                                   0.4595893 0.36723358  0.4526857
## SPOCK2                                    0.4595183 0.30454372  0.5005879
## TGFB1                                     0.4588893 0.40240585  0.4540167
## TRIB2                                     0.4584066 0.29963735  0.5004617
## IER3                                      0.4575240 0.20786802  0.4689898
## KIT                                       0.4560930 0.15976091  0.5813734
## FOSB                                      0.4556256 0.36523122  0.4860056
## CCL1                                      0.4556204 0.27736001  0.5081028
## CCL3                                      0.4524256 0.19389882  0.4606071
## LGALS3                                    0.4491150 0.21068790  0.5063596
## CD95.FAS.AHS0023.pAbO                     0.4472224 0.31552230  0.4552310
## CD300A                                    0.4468872 0.19503714  0.5232948
## BCL2                                      0.4467138 0.32649898  0.3994955
## TNF                                       0.4460508 0.22795628  0.4262911
## TXK                                       0.4460143 0.23442869  0.4703046
## IFNG                                      0.4456799 0.25280624  0.4997094
## IL4R                                      0.4453619 0.34361328  0.3889650
## CD152.CTLA4.AHS0017.pAbO                  0.4450784 0.26272491  0.5056324
## IL32                                      0.4432823 0.13004571  0.4459895
## IL2RB                                     0.4429964 0.16068814  0.4565360
## GLG1                                      0.4428295 0.29522562  0.4422124
## PRDM1                                     0.4426370 0.34202892  0.4827791
## XCL1                                      0.4416065 0.17512105  0.5106129
## BIRC3                                     0.4407763 0.29567083  0.3940406
## C10orf54                                  0.4381261 0.36941808  0.4330444
## STAT3                                     0.4372521 0.37296156  0.4440142
## CD39.ENTPD1.AHS0006.pAbO                  0.4348643 0.19474037  0.4370259
## CD226.CD226.AHS0079.pAbO                  0.4346350 0.29494325  0.3620768
## LAMP1                                     0.4345608 0.29701066  0.3781388
## CCL4                                      0.4342242 0.11587928  0.4859374
## EGR1                                      0.4331112 0.32023030  0.3980011
## EGR3                                      0.4298463 0.14867136  0.5046756
## FCER1G                                    0.4263150 0.21679216  0.4186687
## SELPLG                                    0.4260788 0.16346810  0.3637764
## IL2RA                                     0.4243839 0.30406564  0.3784658
## ITK                                       0.4239003 0.37295467  0.4262508
## ICAM1                                     0.4184259 0.20654988  0.4790945
## PRF1                                      0.4172359 0.20533134  0.3535394
## CD161.DX12.KLRB1.AHS0002.pAbO             0.4163089 0.25786498  0.3999370
## CD44                                      0.4155417 0.33300784  0.4475699
## CCL5                                      0.4146615 0.05861748  0.5539600
## CD69                                      0.4115377 0.32696808  0.3607921
## DUSP2                                     0.4083160 0.17701529  0.4313996
## PIK3IP1                                   0.3987234 0.09395307  0.4369898
## CD69.CD69.AHS0010.pAbO                    0.3873642 0.30314806  0.3217827
## CSF2                                      0.3859621 0.06415669  0.4304651
## CD52                                      0.3857999 0.08844385  0.5090156
## CCND2                                     0.3843606 0.28100779  0.3429674
## CD37                                      0.3698803 0.14748518  0.3268780
## BTG1                                      0.3416793 0.12527525  0.3817129
## KLRB1                                     0.2978296 0.12028027  0.3116680
##                                             max.AUC rank.AUC
## TYMS                                      0.9667552        1
## KIAA0101                                  0.9638865        1
## HMGB2                                     0.9400604        1
## TOP2A                                     0.9140907        4
## TK1                                       0.9297345        3
## AURKB                                     0.8760082        6
## UBE2C                                     0.8688336        7
## PCNA                                      0.8780027        6
## HMMR                                      0.8023322       10
## CCNB1                                     0.8107717        9
## MKI67                                     0.7873563       11
## MCM4                                      0.8002963       13
## MCM2                                      0.7952264       14
## GAPDH                                     0.8624160        9
## PTTG2                                     0.7482181       17
## TRDC                                      0.7708125       17
## PDIA6                                     0.7722890       16
## ANXA5                                     0.7571297       13
## HLA.DRA                                   0.7776073       15
## ITGAE                                     0.7275862       26
## CD74                                      0.8064322       17
## HLA.DPA1                                  0.7931211       19
## S100A10                                   0.7842474       14
## Tim3.HAVCR2.AHS0016.pAbO                  0.7783211       16
## HLA.DPB1                                  0.7406677       22
## KLRC1                                     0.7711256       28
## TMEM97                                    0.7241240       19
## DPP4                                      0.7003278       42
## RPN2                                      0.7493843       23
## PYCR1                                     0.6615100       29
## HLA.DRB3                                  0.7158297       29
## CD94.KLRD1.AHS0085.pAbO                   0.9341263        2
## CASP3                                     0.7611157       20
## LAP3                                      0.7049244       32
## PDIA4                                     0.6752895       37
## PASK                                      0.6136739       46
## CD314.KLRK1.AHS0065.pAbO                  0.7673192       12
## GZMA                                      0.8217488       10
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.7810499       22
## HLA.DMA                                   0.6809360       53
## NCR3                                      0.7403175       28
## CD38                                      0.6485816       51
## HLA.DQA1                                  0.7267518       19
## BAX                                       0.7837075       15
## KLRK1                                     0.7537978       22
## HLA.DQB1                                  0.7037752       28
## CXCR4                                     0.8403750        6
## ADA                                       0.6557052       53
## HLA.DMB                                   0.7253455       40
## KLRF1                                     0.8611796        9
## TARP_refseq                               0.6069679       49
## CD38.HIT2.CD38.AHS0022.pAbO               0.8446015       12
## IFITM2                                    0.7096345       21
## FBXO22                                    0.5967084       54
## GNAI2                                     0.7093104       36
## CD7.CD7.AHS0043.pAbO                      0.7180902       21
## FAS                                       0.5871519       60
## ITGB2                                     0.9295695        3
## CXCR3                                     0.7764844       25
## YBX3                                      0.6263643       71
## CD18.ITGB2.AHS0091.pAbO                   0.9421727        1
## APOBEC3G                                  0.7825732       20
## HLA.C                                     0.8184840        9
## CCR1                                      0.6434463       52
## TNFSF10                                   0.6905780       35
## IL12RB2                                   0.7716452       27
## GNLY                                      0.6406478       39
## XBP1                                      0.6274333       61
## CD8.SK1.CD8A.AHS0228.pAbO                 0.7178844       43
## IFITM3                                    0.7055628       22
## CST7                                      0.8131663       16
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.7123028       20
## GZMH                                      0.7382585       35
## CD70                                      0.7014619       25
## LGALS1                                    0.6603558       30
## LYN                                       0.6746672       63
## ATF6B                                     0.6414071       75
## GIMAP2                                    0.7128250       35
## CD8A                                      0.7152618       46
## CD2.CD2.AHS0029.pAbO                      0.7264208       39
## GZMK                                      0.9011304        6
## KDELR1                                    0.5542387       84
## NINJ2                                     0.6534113       60
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.6532247       61
## CD2                                       0.7322102       37
## FN1                                       0.6211039       41
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.6781853       25
## GAB2                                      0.5668266       82
## EOMES                                     0.5864308       91
## FTH1                                      0.5607461       79
## STAT1                                     0.6246477       44
## LAT2                                      0.7001939       31
## RUNX3                                     0.7337481       31
## BCL11B                                    0.5890229       87
## GZMB                                      0.6878982       28
## CXCL5                                     0.5959912       88
## S1PR1                                     0.5449277      110
## CLEC2D                                    0.5519385       80
## KLRC3                                     0.6226348       72
## ITGA4                                     0.6074479       96
## KIR2DL1                                   0.7760698       26
## CD26.DPP4.AHS0109.pAbO                    0.6711347       27
## FOXP1                                     0.5471517       90
## TRBC2                                     0.7460347       25
## HLA.A                                     0.7877264       13
## LEF1                                      0.6193819       68
## CD81.CD81.AHS0021.pAbO                    0.7470683       16
## IKZF1                                     0.6838394       40
## FCGR3A                                    0.8347400       15
## CCR5                                      0.6464413       78
## CD215.IL15RA.AHS0212.pAbO                 0.6407801       38
## IL1RL1                                    0.5455501      108
## LAT                                       0.6569952       73
## FUT4                                      0.5256286      121
## CD33.WM53.CD33.AHS0044.pAbO               0.6688316       27
## ENTPD1                                    0.6070698       76
## CD244                                     0.6663614       68
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5593730       79
## ARL4C                                     0.7599025       21
## RORA                                      0.5530697      103
## TIGIT                                     0.7191809       41
## NCAM1                                     0.5461738       92
## ITGAM                                     0.6024519       97
## CD127.IL7R.AHS0028.pAbO                   0.6052577       49
## VPS28                                     0.6797622       57
## IL15RA                                    0.5620280       77
## LGALS9                                    0.5570505       96
## ICOS                                      0.5531936       90
## SLC25A37                                  0.5184962      140
## RNASE6                                    0.5226739      129
## IGBP1                                     0.6006706      111
## SELL                                      0.5320525      109
## IRF4                                      0.5846832       67
## JUN                                       0.5456844       89
## GIMAP7                                    0.5346880      130
## CTSW                                      0.7424782       27
## STAT4                                     0.6325124       86
## PSEN1                                     0.5428582      132
## SNCA                                      0.5232399      131
## CD1D.CD1D.AHS0219.pAbO                    0.5894407       57
## IL18                                      0.5502333       87
## IFNGR1                                    0.6035556      107
## KLRC4                                     0.5327496      117
## STAT5A                                    0.5465639       95
## IER5                                      0.5109765      148
## ITGAL                                     0.6753776       61
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.6930067       50
## CD247                                     0.7466387       31
## LAIR2                                     0.5636595       86
## FOXO3                                     0.5323112      166
## TRAC                                      0.6441698       36
## LAMP3                                     0.5106534      145
## TNFSF13B                                  0.5201594      130
## MGST1                                     0.5262616      113
## IL12RB1                                   0.5586446       80
## GATA3                                     0.5129786      145
## CCR2                                      0.5525535      103
## CD27.L128.CD27.AHS0249.pAbO               0.5342053      110
## IL6                                       0.5116428      142
## NRP1                                      0.5171453      138
## IL15                                      0.5132074      142
## CCR7                                      0.5050322      168
## CD14                                      0.5056490      166
## IL18RAP                                   0.5627265      102
## IL9R                                      0.5147399      133
## TNFSF13                                   0.5136632      164
## CD1A                                      0.5062269      163
## KLRG1                                     0.5173806      131
## CTSG                                      0.5042666      168
## OAS1                                      0.5411419      100
## CX3CR1                                    0.5061502      165
## LAG3                                      0.5173562      135
## CXCR1                                     0.5034594      173
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5200140      128
## ADGRG3                                    0.5856606      110
## TBX21                                     0.6785620       51
## CD40.CD40.AHS0117.pAbO                    0.5046523      171
## ADGRE1                                    0.5036900      172
## ZAP70                                     0.5111126      159
## TGFBI                                     0.5035389      182
## IL3RA                                     0.5294245      107
## CD34.581.CD34.AHS0061.pAbO                0.5514919       86
## SLAMF1                                    0.5037894      176
## BCL6                                      0.5036880      181
## TGFB3                                     0.5029669      175
## TNFRSF9                                   0.5076107      157
## TNFRSF13C                                 0.5012967      189
## CD8B                                      0.5031135      174
## DOCK8                                     0.7339069       30
## LY86                                      0.5029619      176
## IGHM_membrane                             0.5011531      194
## CTLA4                                     0.5071336      159
## CD4                                       0.5010378      189
## IL5                                       0.5008072      192
## AIM2                                      0.5077142      158
## IGHM_secreted                             0.5006919      196
## CD79B                                     0.5259655      122
## IGHA1_secreted                            0.5078668      170
## CCL2                                      0.5005766      199
## VMO1                                      0.5009938      206
## BTLA                                      0.5003459      203
## MMP9                                      0.5003459      203
## CD1C                                      0.5003459      203
## TREM1                                     0.5009225      201
## CLEC4E                                    0.5002306      208
## FOXP3                                     0.5115760      146
## PI3                                       0.5002306      208
## PDCD1                                     0.5011531      186
## CD5                                       0.5011531      186
## CXCR2                                     0.5006919      196
## ARG1                                      0.5001153      214
## CD36                                      0.5001153      214
## CNTNAP3                                   0.5001153      214
## FLT3                                      0.5001153      214
## IGHG1_secreted                            0.5001153      214
## IGHG3_secreted                            0.5001153      214
## RNASE2                                    0.5001153      214
## CCR3                                      0.5030247      180
## CCR4                                      0.5001153      214
## IFNA1                                     0.5001153      214
## CD163                                     0.5001153      214
## IL12A                                     0.5004613      201
## CD24                                      0.5009523      200
## S100A9                                    0.5005766      213
## IL4                                       0.5013838      185
## CD274                                     0.5098912      153
## ALAS2                                     0.5000000      228
## APOE                                      0.5000000      228
## AQP9                                      0.5000000      228
## AZU1                                      0.5000000      228
## BLK                                       0.5000000      228
## BLNK                                      0.5000000      228
## BPI                                       0.5000000      228
## C1QA                                      0.5000000      228
## C1QB                                      0.5000000      228
## CCL13                                     0.5000000      228
## CCL17                                     0.5000000      228
## CCL19                                     0.5000000      228
## CCR9                                      0.5000000      228
## CD1B                                      0.5000000      228
## CD209                                     0.5000000      228
## CD22                                      0.5000000      228
## CD34                                      0.5000000      228
## CEACAM8                                   0.5000000      228
## CHI3L1                                    0.5000000      228
## CLC                                       0.5000000      228
## CLEC10A                                   0.5000000      228
## CPA3                                      0.5000000      228
## CXCL11                                    0.5000000      228
## CXCL13                                    0.5000000      228
## CXCL9                                     0.5000000      228
## DEFA3                                     0.5000000      228
## DEFA4                                     0.5000000      228
## EBF1                                      0.5000000      228
## ELANE                                     0.5000000      228
## F13A1                                     0.5000000      228
## FCER1A                                    0.5000000      228
## FCER2                                     0.5000000      228
## FCN1                                      0.5000000      228
## GHR                                       0.5000000      228
## IGHD_membrane                             0.5000000      228
## IGHE_secreted                             0.5000000      228
## IGHG1_membrane                            0.5000000      228
## IGHG2_secreted                            0.5000000      228
## IGHG4_secreted                            0.5000000      228
## IGLC3                                     0.5000000      228
## IL17A                                     0.5000000      228
## IL17F                                     0.5000000      228
## IL21                                      0.5000000      228
## IL25                                      0.5000000      228
## IL31                                      0.5000000      228
## IL33                                      0.5000000      228
## IL9                                       0.5000000      228
## MME                                       0.5000000      228
## MMP12                                     0.5000000      228
## S100A12                                   0.5000000      228
## TCL1A                                     0.5000000      228
## TLR8                                      0.5000000      228
## TNFRSF17                                  0.5000000      228
## VPREB3                                    0.5000000      228
## AOC3                                      0.5000000      228
## EPX                                       0.5000000      228
## IL22                                      0.5000000      228
## LRRC32                                    0.5000000      228
## CXCL2                                     0.5000000      228
## MS4A1                                     0.5000000      228
## CD40                                      0.5004613      201
## CXCL3                                     0.5000000      228
## SPP1                                      0.5000000      228
## CD3G                                      0.5009225      191
## SLC7A7                                    0.5004912      214
## IL1R2                                     0.5000000      228
## CR2                                       0.5000000      228
## KCNE3                                     0.5000000      228
## CD200                                     0.5002306      208
## CD79A                                     0.5007397      195
## CLEC4D                                    0.5000000      228
## CXCL10                                    0.5001153      214
## CD28                                      0.5002306      208
## CCL22                                     0.5000000      228
## MITF                                      0.5000000      236
## IL2                                       0.5005766      199
## CXCL8                                     0.5015554      188
## JCHAIN                                    0.5000000      236
## F5                                        0.5000000      242
## VSIG4                                     0.5002306      223
## THBD                                      0.5000000      242
## POU2AF1                                   0.5010378      189
## GZMM                                      0.5001153      214
## FAM129C                                   0.5000000      278
## PAX5                                      0.5052688      166
## CXCL1                                     0.5000000      236
## IL6R                                      0.5001153      231
## CMKLR1                                    0.5005766      209
## CD103.ITGAE.AHS0001.pAbO                  0.5241132      128
## LILRB4                                    0.5008370      204
## TNFRSF4                                   0.5045304      173
## TPSAB1                                    0.5008072      205
## CCR10                                     0.5000000      246
## B3GAT1                                    0.5026212      178
## TLR2                                      0.4999148      311
## CXCL16                                    0.5065498      162
## TLR9                                      0.5015986      198
## CSF3                                      0.5002306      223
## CHI3L2                                    0.5005212      249
## CMTM2                                     0.5017480      192
## IL1B                                      0.5011531      204
## CD27                                      0.5011531      186
## TCF4                                      0.5041481      176
## CD160                                     0.5167027      127
## TLR7                                      0.5003459      217
## NT5E                                      0.5005766      213
## TCF7                                      0.5018144      197
## CD4.SK3.CD4.AHS0032.pAbO                  0.6264371       42
## CD72                                      0.5087431      154
## BACH2                                     0.5260751      120
## CD80                                      0.5386360      100
## CD22.CD22.AHS0195.pAbO                    0.5684980       73
## CCL20                                     0.5010356      192
## GIMAP5                                    0.6560921       65
## PECAM1                                    0.6202726       42
## TNFRSF18                                  0.5101651      154
## CXCR5                                     0.5045257      174
## THBS1                                     0.5096779      169
## CD6                                       0.5080276      155
## TRAT1                                     0.5589197       73
## LTB                                       0.4995129      326
## JUNB                                      0.5351473      100
## FAM65B                                    0.5344073      160
## FYN                                       0.6430779       66
## IKZF2                                     0.5092345      154
## IGKC                                      0.5107080      144
## TNFSF8                                    0.5232892      127
## CD3D                                      0.5040081      173
## QPCT                                      0.5227895      128
## CD102.ICAM2.AHS0155.pAbO                  0.5913944       59
## IL13                                      0.5245695      116
## FOSL1                                     0.5260906      119
## VEGFA                                     0.5870837       89
## NAMPT                                     0.6080092       51
## CD28.CD28.2.CD28.AHS0024.pAbO             0.5095778      171
## TNFRSF1B                                  0.5964490       63
## CD3E                                      0.7015755       41
## CD86                                      0.5294177      106
## IL3                                       0.5028160      184
## FOXO1                                     0.5206421      121
## TNFRSF25                                  0.5009200      197
## IL23R                                     0.6725289       64
## CD9                                       0.5283737      111
## CD63                                      0.7614822       19
## FASLG                                     0.6062376       79
## IL1RN                                     0.5113047      146
## ZBED2                                     0.5280211      113
## ZBTB16                                    0.5406576      112
## LIPA                                      0.6090428       97
## LTA                                       0.5856857       93
## PTGDR2                                    0.5033616      175
## CD48                                      0.6652986       69
## CCR8                                      0.5170593      139
## CD3.SK7.CD3E.AHS0033.pAbO                 0.4970469      347
## CNOT2                                     0.5364210      160
## TIAF1                                     0.5793122      126
## HAVCR2                                    0.6698964       55
## MZB1                                      0.5908885       60
## PMCH                                      0.5091330      150
## ZNF683                                    0.5329117      106
## CD33                                      0.5803574       69
## CCR6                                      0.6220505       64
## DUSP4                                     0.6080196       60
## IL18R1                                    0.5580038      101
## IL7R                                      0.5071730      158
## STAT6                                     0.4913299      352
## IgM.IGHM.AHS0198.pAbO                     0.5117563      162
## RGS1                                      0.6467078       35
## VNN2                                      0.5643089      136
## NKG7                                      0.9073033        4
## CD25.2A3.IL2RA.AHS0026.pAbO               0.5987717       55
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.5146018      134
## CX3CR1.CX3CR1.AHS0125.pAbO                0.5040831      189
## BCL2A1                                    0.6225681       73
## CXCR6                                     0.5366317      138
## CD7                                       0.5797720      124
## RORC                                      0.5055469      178
## CBLB                                      0.5259804      133
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.6690932       48
## CD335.NCR1.AHS0068.pAbO                   0.6970790       46
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5367466      107
## CCR7.CCR7.AHS0273.pAbO                    0.4984057      351
## TNFRSF8                                   0.5648490       74
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.5591653       81
## CTSD                                      0.5550718      143
## CD45RO.PTPRC.AHS0036.pAbO                 0.5523197       79
## CD40LG                                    0.5192634      132
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.5430233       91
## FYB                                       0.5753479      127
## TSPAN32                                   0.4925965      362
## BIN2                                      0.6987851       44
## IRF8                                      0.6918945       51
## LCK                                       0.6590328       71
## DUSP1                                     0.5367711      158
## LIF                                       0.6447283       32
## CASP5                                     0.6466878       79
## PTPRC                                     0.6955044       48
## TNFSF14                                   0.5167084      125
## ITGAX                                     0.6265794       42
## SEMA7A                                    0.5446242      105
## MYC                                       0.6451430       31
## PIK3AP1                                   0.5564358      142
## SPOCK2                                    0.5746359       95
## TGFB1                                     0.5230481      177
## TRIB2                                     0.5836659       63
## IER3                                      0.6168324       44
## KIT                                       0.6347100       41
## FOSB                                      0.5033847      183
## CCL1                                      0.5273444      111
## CCL3                                      0.7820663       21
## LGALS3                                    0.5155622      162
## CD95.FAS.AHS0023.pAbO                     0.5473118       87
## CD300A                                    0.5798234       94
## BCL2                                      0.5949694      113
## TNF                                       0.6441012       33
## TXK                                       0.6967594       47
## IFNG                                      0.5249510      115
## IL4R                                      0.6184078       94
## CD152.CTLA4.AHS0017.pAbO                  0.5313403      107
## IL32                                      0.6043042       57
## IL2RB                                     0.6537107       77
## GLG1                                      0.5590481      138
## PRDM1                                     0.4939931      340
## XCL1                                      0.6070196       48
## BIRC3                                     0.6564917       30
## C10orf54                                  0.4962896      351
## STAT3                                     0.5281725      170
## CD39.ENTPD1.AHS0006.pAbO                  0.5996826       54
## CD226.CD226.AHS0079.pAbO                  0.5929985       59
## LAMP1                                     0.6843260       54
## CCL4                                      0.7947949       18
## EGR1                                      0.5631926       76
## EGR3                                      0.5844616       68
## FCER1G                                    0.6473181       78
## SELPLG                                    0.7961137       12
## IL2RA                                     0.6305698       41
## ITK                                       0.4948122      345
## ICAM1                                     0.5366477       96
## PRF1                                      0.6855710       53
## CD161.DX12.KLRB1.AHS0002.pAbO             0.5476895       86
## CD44                                      0.4545747      392
## CCL5                                      0.6935658       49
## CD69                                      0.5575819       74
## DUSP2                                     0.6524557       62
## PIK3IP1                                   0.6305096       88
## CD69.CD69.AHS0010.pAbO                    0.6347530       39
## CSF2                                      0.5555823       85
## CD52                                      0.5340918      111
## CCND2                                     0.6131527       98
## CD37                                      0.6352872       85
## BTG1                                      0.4805582      412
## KLRB1                                     0.5499432      150
##                                           mean.logFC.detected
## TYMS                                             7.628003e-01
## KIAA0101                                         1.454618e+00
## HMGB2                                            7.940976e-01
## TOP2A                                            1.545158e+00
## TK1                                              1.804998e+00
## AURKB                                            1.824556e+00
## UBE2C                                            2.198236e+00
## PCNA                                             3.972032e-01
## HMMR                                             2.767491e+00
## CCNB1                                            2.064189e+00
## MKI67                                            2.909425e+00
## MCM4                                             1.034373e+00
## MCM2                                             8.454051e-01
## GAPDH                                            3.203427e-17
## PTTG2                                            1.659298e+00
## TRDC                                             9.983912e-02
## PDIA6                                            1.107468e-01
## ANXA5                                            1.270812e-01
## HLA.DRA                                          7.518645e-01
## ITGAE                                            6.618173e-01
## CD74                                             1.289403e-02
## HLA.DPA1                                         3.580410e-01
## S100A10                                          2.224788e-02
## Tim3.HAVCR2.AHS0016.pAbO                         6.158786e-04
## HLA.DPB1                                         7.398757e-01
## KLRC1                                            3.718307e-02
## TMEM97                                           1.083504e+00
## DPP4                                             5.482978e-01
## RPN2                                             6.804334e-02
## PYCR1                                            1.759562e+00
## HLA.DRB3                                         9.141540e-01
## CD94.KLRD1.AHS0085.pAbO                          3.432435e-03
## CASP3                                            1.591267e-01
## LAP3                                             1.793246e-01
## PDIA4                                            3.799801e-01
## PASK                                             1.150091e+00
## CD314.KLRK1.AHS0065.pAbO                         9.722659e-04
## GZMA                                             9.803106e-04
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                  3.879544e-02
## HLA.DMA                                          4.278868e-01
## NCR3                                             1.168455e-01
## CD38                                             1.334193e+00
## HLA.DQA1                                         4.155981e-01
## BAX                                              7.989904e-02
## KLRK1                                            5.986159e-02
## HLA.DQB1                                         7.637792e-01
## CXCR4                                            2.770134e-01
## ADA                                              2.963528e-01
## HLA.DMB                                          6.099339e-01
## KLRF1                                            3.947365e-01
## TARP_refseq                                      1.813484e-01
## CD38.HIT2.CD38.AHS0022.pAbO                      1.979584e-03
## IFITM2                                           8.910472e-02
## FBXO22                                           7.293106e-01
## GNAI2                                            1.771653e-01
## CD7.CD7.AHS0043.pAbO                             3.203427e-17
## FAS                                              4.473701e-01
## ITGB2                                            1.187396e-01
## CXCR3                                            1.214347e-01
## YBX3                                             7.179849e-01
## CD18.ITGB2.AHS0091.pAbO                          6.158786e-04
## APOBEC3G                                         1.133259e-02
## HLA.C                                            3.203427e-17
## CCR1                                             5.094907e-01
## TNFSF10                                          1.318320e-02
## IL12RB2                                          5.694830e-01
## GNLY                                             3.203427e-17
## XBP1                                             3.785491e-02
## CD8.SK1.CD8A.AHS0228.pAbO                        1.810650e-02
## IFITM3                                           1.860230e-01
## CST7                                             3.878638e-02
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                 3.203427e-17
## GZMH                                             4.807833e-01
## CD70                                             2.937992e-01
## LGALS1                                           1.734928e-04
## LYN                                              1.726251e-01
## ATF6B                                            2.878332e-01
## GIMAP2                                           3.716260e-01
## CD8A                                             2.792407e-01
## CD2.CD2.AHS0029.pAbO                             6.158786e-04
## GZMK                                             2.888781e-01
## KDELR1                                           8.356759e-01
## NINJ2                                            2.736526e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO                    1.319384e-01
## CD2                                              5.219393e-02
## FN1                                              6.566846e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                  2.711111e-02
## GAB2                                             4.223194e-01
## EOMES                                            9.327905e-01
## FTH1                                             7.233373e-01
## STAT1                                            3.378119e-01
## LAT2                                             1.274404e-01
## RUNX3                                            9.020403e-03
## BCL11B                                           8.517513e-01
## GZMB                                             2.609669e-03
## CXCL5                                            2.500654e-01
## S1PR1                                            8.297857e-01
## CLEC2D                                           7.285709e-01
## KLRC3                                            2.884022e-01
## ITGA4                                            3.184533e-01
## KIR2DL1                                          2.160225e-01
## CD26.DPP4.AHS0109.pAbO                           3.203427e-17
## FOXP1                                            4.944851e-01
## TRBC2                                           -1.333977e-03
## HLA.A                                            3.203427e-17
## LEF1                                             3.321343e-01
## CD81.CD81.AHS0021.pAbO                           3.203427e-17
## IKZF1                                            1.696064e-01
## FCGR3A                                           1.639262e-01
## CCR5                                             2.325809e-01
## CD215.IL15RA.AHS0212.pAbO                       -2.416825e-03
## IL1RL1                                           1.150847e+00
## LAT                                              2.188674e-01
## FUT4                                             5.790703e-01
## CD33.WM53.CD33.AHS0044.pAbO                      6.073908e-02
## ENTPD1                                           1.812719e-01
## CD244                                            1.643417e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                       1.092547e-01
## ARL4C                                            1.068187e-01
## RORA                                             5.514846e-01
## TIGIT                                            3.296607e-01
## NCAM1                                            3.393716e-01
## ITGAM                                            1.635617e-01
## CD127.IL7R.AHS0028.pAbO                          1.440518e-02
## VPS28                                            1.174073e-01
## IL15RA                                           2.609879e-01
## LGALS9                                           2.945228e-01
## ICOS                                             2.475778e-01
## SLC25A37                                         1.281100e+00
## RNASE6                                           1.073721e+00
## IGBP1                                            1.793603e-01
## SELL                                             7.963102e-01
## IRF4                                             4.651630e-01
## JUN                                              2.095622e-01
## GIMAP7                                           7.494555e-01
## CTSW                                             1.821585e-04
## STAT4                                            7.488288e-02
## PSEN1                                            2.319543e-01
## SNCA                                             7.328551e-01
## CD1D.CD1D.AHS0219.pAbO                           1.828781e-02
## IL18                                             3.380474e-01
## IFNGR1                                           1.705631e-01
## KLRC4                                            3.481660e-01
## STAT5A                                           2.031297e-01
## IER5                                             6.185995e-01
## ITGAL                                            8.216207e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO            1.574405e-02
## CD247                                            2.070888e-01
## LAIR2                                            2.233943e-01
## FOXO3                                            2.066649e-01
## TRAC                                             2.078023e-01
## LAMP3                                            9.611120e-01
## TNFSF13B                                         3.437630e-01
## MGST1                                            9.153371e-01
## IL12RB1                                          2.073915e-01
## GATA3                                            4.791425e-01
## CCR2                                             3.572968e-01
## CD27.L128.CD27.AHS0249.pAbO                      1.298255e-01
## IL6                                              7.768633e-01
## NRP1                                             5.810733e-01
## IL15                                             1.632115e-01
## CCR7                                             1.538821e+00
## CD14                                             1.062625e+00
## IL18RAP                                          1.279998e-01
## IL9R                                             4.097471e-01
## TNFSF13                                          1.640423e-01
## CD1A                                             1.777685e+00
## KLRG1                                            6.416494e-01
## CTSG                                             2.297347e+00
## OAS1                                             2.174256e-01
## CX3CR1                                           3.173899e-01
## LAG3                                             8.164134e-01
## CXCR1                                            1.889850e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO              9.393029e-02
## ADGRG3                                           1.310719e-01
## TBX21                                            1.680164e-01
## CD40.CD40.AHS0117.pAbO                           8.722133e-02
## ADGRE1                                           1.170402e+00
## ZAP70                                            1.312423e-01
## TGFBI                                            5.193886e-01
## IL3RA                                            2.114553e-01
## CD34.581.CD34.AHS0061.pAbO                       3.899077e-02
## SLAMF1                                           8.716506e-01
## BCL6                                             2.600509e-01
## TGFB3                                            5.100736e-01
## TNFRSF9                                          1.542987e+00
## TNFRSF13C                                        1.579629e+00
## CD8B                                             5.449464e-01
## DOCK8                                            4.738310e-02
## LY86                                             3.239480e-01
## IGHM_membrane                                    1.381758e+00
## CTLA4                                            5.154620e-01
## CD4                                              1.101399e+00
## IL5                                              1.364901e+00
## AIM2                                             2.426650e-01
## IGHM_secreted                                    1.447488e+00
## CD79B                                            4.238380e-01
## IGHA1_secreted                                   3.319596e-01
## CCL2                                             1.027247e+00
## VMO1                                             2.779687e-01
## BTLA                                             1.364870e+00
## MMP9                                             1.202618e+00
## CD1C                                             1.023521e+00
## TREM1                                            9.176167e-01
## CLEC4E                                           8.532604e-01
## FOXP3                                            3.106748e-01
## PI3                                              6.910084e-01
## PDCD1                                            7.117351e-01
## CD5                                              2.642210e-01
## CXCR2                                            1.662268e-01
## ARG1                                             6.386652e-01
## CD36                                             6.386652e-01
## CNTNAP3                                          6.386652e-01
## FLT3                                             6.386652e-01
## IGHG1_secreted                                   6.386652e-01
## IGHG3_secreted                                   6.386652e-01
## RNASE2                                           6.386652e-01
## CCR3                                             3.066493e-01
## CCR4                                             4.764132e-01
## IFNA1                                            4.764132e-01
## CD163                                            3.731868e-01
## IL12A                                            2.583803e-01
## CD24                                             2.921876e-01
## S100A9                                           3.724007e-01
## IL4                                              4.072539e-01
## CD274                                            2.171827e-01
## ALAS2                                            1.972152e-32
## APOE                                             1.972152e-32
## AQP9                                             1.972152e-32
## AZU1                                             1.972152e-32
## BLK                                              1.972152e-32
## BLNK                                             1.972152e-32
## BPI                                              1.972152e-32
## C1QA                                             1.972152e-32
## C1QB                                             1.972152e-32
## CCL13                                            1.972152e-32
## CCL17                                            1.972152e-32
## CCL19                                            1.972152e-32
## CCR9                                             1.972152e-32
## CD1B                                             1.972152e-32
## CD209                                            1.972152e-32
## CD22                                             1.972152e-32
## CD34                                             1.972152e-32
## CEACAM8                                          1.972152e-32
## CHI3L1                                           1.972152e-32
## CLC                                              1.972152e-32
## CLEC10A                                          1.972152e-32
## CPA3                                             1.972152e-32
## CXCL11                                           1.972152e-32
## CXCL13                                           1.972152e-32
## CXCL9                                            1.972152e-32
## DEFA3                                            1.972152e-32
## DEFA4                                            1.972152e-32
## EBF1                                             1.972152e-32
## ELANE                                            1.972152e-32
## F13A1                                            1.972152e-32
## FCER1A                                           1.972152e-32
## FCER2                                            1.972152e-32
## FCN1                                             1.972152e-32
## GHR                                              1.972152e-32
## IGHD_membrane                                    1.972152e-32
## IGHE_secreted                                    1.972152e-32
## IGHG1_membrane                                   1.972152e-32
## IGHG2_secreted                                   1.972152e-32
## IGHG4_secreted                                   1.972152e-32
## IGLC3                                            1.972152e-32
## IL17A                                            1.972152e-32
## IL17F                                            1.972152e-32
## IL21                                             1.972152e-32
## IL25                                             1.972152e-32
## IL31                                             1.972152e-32
## IL33                                             1.972152e-32
## IL9                                              1.972152e-32
## MME                                              1.972152e-32
## MMP12                                            1.972152e-32
## S100A12                                          1.972152e-32
## TCL1A                                            1.972152e-32
## TLR8                                             1.972152e-32
## TNFRSF17                                         1.972152e-32
## VPREB3                                           1.972152e-32
## AOC3                                            -1.622520e-01
## EPX                                             -2.000000e-01
## IL22                                            -2.000000e-01
## LRRC32                                          -2.000000e-01
## CXCL2                                           -2.000000e-01
## MS4A1                                           -2.654784e-01
## CD40                                            -6.891931e-02
## CXCL3                                           -3.622520e-01
## SPP1                                            -3.622520e-01
## CD3G                                             1.000196e-01
## SLC7A7                                           5.538224e-02
## IL1R2                                           -4.000000e-01
## CR2                                             -5.824709e-01
## KCNE3                                           -4.000000e-01
## CD200                                            2.917894e-01
## CD79A                                           -4.770585e-02
## CLEC4D                                          -6.643856e-01
## CXCL10                                          -4.405793e-01
## CD28                                            -3.429766e-01
## CCL22                                           -9.298641e-01
## MITF                                            -2.000000e-01
## IL2                                             -2.985088e-01
## CXCL8                                            5.531105e-01
## JCHAIN                                          -4.000000e-01
## F5                                              -5.622520e-01
## VSIG4                                            2.707894e-01
## THBD                                            -5.413485e-01
## POU2AF1                                          8.942746e-01
## GZMM                                            -1.069234e+00
## FAM129C                                         -9.824709e-01
## PAX5                                             5.255017e-01
## CXCL1                                           -3.169925e-01
## IL6R                                            -4.636747e-01
## CMKLR1                                          -1.626644e-02
## CD103.ITGAE.AHS0001.pAbO                         7.459155e-02
## LILRB4                                          -5.747052e-02
## TNFRSF4                                          6.913253e-02
## TPSAB1                                           3.352844e-01
## CCR10                                           -1.182471e+00
## B3GAT1                                          -1.369441e-01
## TLR2                                            -1.060748e+00
## CXCL16                                           3.789071e-02
## TLR9                                             8.559520e-02
## CSF3                                            -4.145844e-01
## CHI3L2                                          -2.103256e-01
## CMTM2                                           -1.551036e-01
## IL1B                                            -1.798902e-01
## CD27                                            -7.027170e-01
## TCF4                                             1.130801e-01
## CD160                                            6.171085e-01
## TLR7                                            -3.853578e-01
## NT5E                                            -4.365488e-01
## TCF7                                            -4.623312e-01
## CD4.SK3.CD4.AHS0032.pAbO                         1.370796e-01
## CD72                                             3.079256e-02
## BACH2                                            9.194108e-02
## CD80                                             1.008792e-01
## CD22.CD22.AHS0195.pAbO                           1.658352e-02
## CCL20                                           -1.052482e-01
## GIMAP5                                           2.365358e-01
## PECAM1                                           3.213404e-01
## TNFRSF18                                         1.220847e-01
## CXCR5                                            5.830540e-01
## THBS1                                           -3.635004e-02
## CD6                                              4.441198e-02
## TRAT1                                            2.368339e-01
## LTB                                             -2.700919e-01
## JUNB                                             1.135868e-01
## FAM65B                                           5.133048e-02
## FYN                                              2.738065e-02
## IKZF2                                           -4.464542e-02
## IGKC                                             3.188418e-01
## TNFSF8                                           1.018283e-01
## CD3D                                            -2.923678e-01
## QPCT                                            -2.371600e-02
## CD102.ICAM2.AHS0155.pAbO                         1.322248e-02
## IL13                                             1.605997e-01
## FOSL1                                            2.107891e-01
## VEGFA                                            1.458921e-01
## NAMPT                                            2.276661e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                    7.055749e-02
## TNFRSF1B                                         7.523624e-02
## CD3E                                             1.284563e-02
## CD86                                             2.180284e-01
## IL3                                             -3.547528e-01
## FOXO1                                            3.444915e-02
## TNFRSF25                                        -6.085909e-01
## IL23R                                            7.897036e-02
## CD9                                             -2.658989e-02
## CD63                                            -5.923716e-05
## FASLG                                            1.504910e-01
## IL1RN                                           -1.887933e-01
## ZBED2                                            1.970182e-01
## ZBTB16                                           5.368733e-02
## LIPA                                             1.164907e-01
## LTA                                              1.476425e-01
## PTGDR2                                          -2.139720e-01
## CD48                                             9.419905e-05
## CCR8                                             7.650311e-01
## CD3.SK7.CD3E.AHS0033.pAbO                        3.232234e-02
## CNOT2                                            1.025139e-01
## TIAF1                                            9.437916e-02
## HAVCR2                                           3.360792e-02
## MZB1                                             1.121638e-01
## PMCH                                            -5.396574e-01
## ZNF683                                           3.097010e-01
## CD33                                             3.049901e-01
## CCR6                                             1.447431e-01
## DUSP4                                            4.933604e-02
## IL18R1                                           1.081441e-01
## IL7R                                            -6.797205e-01
## STAT6                                           -2.462293e-01
## IgM.IGHM.AHS0198.pAbO                            3.721078e-02
## RGS1                                             1.186592e-01
## VNN2                                             7.126454e-02
## NKG7                                             2.842533e-03
## CD25.2A3.IL2RA.AHS0026.pAbO                      3.602968e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO                    3.965023e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                       1.843929e-02
## BCL2A1                                           2.338348e-01
## CXCR6                                           -2.013926e-02
## CD7                                              1.069255e-01
## RORC                                            -4.429675e-01
## CBLB                                             2.005262e-02
## IgG.IGHG1_2_3_4.AHS0059.pAbO                     1.415825e-03
## CD335.NCR1.AHS0068.pAbO                          1.720807e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO        1.659049e-02
## CCR7.CCR7.AHS0273.pAbO                           1.900429e-02
## TNFRSF8                                          3.626221e-01
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO               5.195614e-03
## CTSD                                             3.071017e-02
## CD45RO.PTPRC.AHS0036.pAbO                        9.479119e-03
## CD40LG                                          -2.340661e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                  1.651480e-02
## FYB                                              6.010850e-02
## TSPAN32                                         -4.996158e-01
## BIN2                                             5.358544e-02
## IRF8                                             8.824239e-02
## LCK                                              1.704535e-02
## DUSP1                                           -8.782092e-02
## LIF                                              2.020303e-01
## CASP5                                            4.917012e-02
## PTPRC                                            7.243985e-03
## TNFSF14                                          6.726401e-02
## ITGAX                                            3.975007e-02
## SEMA7A                                          -1.162467e-01
## MYC                                              1.319928e-01
## PIK3AP1                                          2.430666e-02
## SPOCK2                                          -8.707473e-02
## TGFB1                                           -9.191790e-02
## TRIB2                                            5.501818e-02
## IER3                                             1.236525e-01
## KIT                                              1.235965e-01
## FOSB                                            -5.375606e-01
## CCL1                                             6.639229e-03
## CCL3                                             3.619673e-02
## LGALS3                                          -1.568264e-01
## CD95.FAS.AHS0023.pAbO                            3.203427e-17
## CD300A                                          -1.226102e-03
## BCL2                                            -1.198306e-03
## TNF                                              6.077039e-02
## TXK                                              4.284756e-02
## IFNG                                             5.727000e-04
## IL4R                                             4.681618e-04
## CD152.CTLA4.AHS0017.pAbO                        -3.747287e-04
## IL32                                             1.865381e-03
## IL2RB                                            4.893084e-05
## GLG1                                            -8.677078e-02
## PRDM1                                           -3.714734e-02
## XCL1                                             7.415026e-02
## BIRC3                                            1.170553e-02
## C10orf54                                        -1.361198e-02
## STAT3                                           -7.431658e-02
## CD39.ENTPD1.AHS0006.pAbO                         1.425324e-03
## CD226.CD226.AHS0079.pAbO                         1.721330e-03
## LAMP1                                            3.399378e-03
## CCL4                                             5.079160e-03
## EGR1                                            -1.984122e-01
## EGR3                                            -5.734072e-02
## FCER1G                                          -7.586276e-04
## SELPLG                                           2.354121e-02
## IL2RA                                           -6.821500e-02
## ITK                                             -7.154533e-04
## ICAM1                                           -1.817911e-02
## PRF1                                            -2.500901e-04
## CD161.DX12.KLRB1.AHS0002.pAbO                   -2.007475e-03
## CD44                                            -3.271066e-02
## CCL5                                             1.295151e-02
## CD69                                            -3.013839e-02
## DUSP2                                           -6.453358e-02
## PIK3IP1                                         -1.671459e-01
## CD69.CD69.AHS0010.pAbO                           2.919860e-04
## CSF2                                            -2.135514e-02
## CD52                                             2.228829e-04
## CCND2                                           -3.311116e-03
## CD37                                            -2.058769e-02
## BTG1                                            -5.350395e-03
## KLRB1                                           -1.092653e-01
##                                           min.logFC.detected
## TYMS                                            4.264665e-01
## KIAA0101                                        8.430370e-01
## HMGB2                                           6.595568e-01
## TOP2A                                           9.809174e-01
## TK1                                             9.815138e-01
## AURKB                                           1.108453e+00
## UBE2C                                           1.204877e+00
## PCNA                                            2.186844e-01
## HMMR                                            1.674742e+00
## CCNB1                                           1.174221e+00
## MKI67                                           1.615158e+00
## MCM4                                            5.401443e-01
## MCM2                                            4.803669e-01
## GAPDH                                           0.000000e+00
## PTTG2                                           1.056398e+00
## TRDC                                            3.788196e-02
## PDIA6                                           4.666079e-02
## ANXA5                                           2.597149e-02
## HLA.DRA                                         8.680698e-02
## ITGAE                                           5.274911e-01
## CD74                                           -2.662336e-03
## HLA.DPA1                                       -1.789468e-02
## S100A10                                         1.274790e-02
## Tim3.HAVCR2.AHS0016.pAbO                        0.000000e+00
## HLA.DPB1                                        8.533348e-02
## KLRC1                                          -1.526060e-02
## TMEM97                                         -5.656742e-03
## DPP4                                            3.944731e-01
## RPN2                                            3.303017e-02
## PYCR1                                           7.431082e-01
## HLA.DRB3                                        1.021229e-01
## CD94.KLRD1.AHS0085.pAbO                        -5.428806e-04
## CASP3                                           8.323734e-02
## LAP3                                            1.044574e-01
## PDIA4                                           2.140756e-01
## PASK                                            9.176723e-01
## CD314.KLRK1.AHS0065.pAbO                        0.000000e+00
## GZMA                                            0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                -1.110796e-02
## HLA.DMA                                         1.455019e-01
## NCR3                                            2.226151e-02
## CD38                                            1.323279e-01
## HLA.DQA1                                       -4.151546e-01
## BAX                                             3.936063e-02
## KLRK1                                           2.496169e-02
## HLA.DQB1                                       -3.210753e-01
## CXCR4                                          -1.381326e-01
## ADA                                             1.588834e-02
## HLA.DMB                                         1.389962e-01
## KLRF1                                          -6.145966e-02
## TARP_refseq                                     5.722217e-02
## CD38.HIT2.CD38.AHS0022.pAbO                    -1.997161e-03
## IFITM2                                         -2.247702e-02
## FBXO22                                          3.203372e-01
## GNAI2                                          -2.213812e-02
## CD7.CD7.AHS0043.pAbO                            0.000000e+00
## FAS                                             1.587344e-01
## ITGB2                                          -2.138343e-02
## CXCR3                                          -1.056422e-02
## YBX3                                            3.646843e-02
## CD18.ITGB2.AHS0091.pAbO                         0.000000e+00
## APOBEC3G                                       -2.582007e-03
## HLA.C                                           0.000000e+00
## CCR1                                           -2.962191e-01
## TNFSF10                                         4.208214e-04
## IL12RB2                                        -2.194895e-01
## GNLY                                            0.000000e+00
## XBP1                                           -2.142988e-02
## CD8.SK1.CD8A.AHS0228.pAbO                      -7.655235e-03
## IFITM3                                         -1.343195e-01
## CST7                                           -1.293840e-03
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                0.000000e+00
## GZMH                                           -1.344597e-01
## CD70                                           -2.871347e-01
## LGALS1                                          0.000000e+00
## LYN                                            -3.099368e-03
## ATF6B                                           1.338982e-01
## GIMAP2                                          2.470595e-02
## CD8A                                           -2.891378e-01
## CD2.CD2.AHS0029.pAbO                            0.000000e+00
## GZMK                                           -8.034761e-02
## KDELR1                                          4.859786e-01
## NINJ2                                          -7.126848e-02
## CD19.SJ25C1.CD19.AHS0030.pAbO                  -4.564717e-02
## CD2                                            -3.915405e-02
## FN1                                            -4.655091e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                -2.263646e-02
## GAB2                                            6.389956e-02
## EOMES                                           8.687635e-02
## FTH1                                            2.106249e-02
## STAT1                                          -2.065561e-01
## LAT2                                           -5.976001e-02
## RUNX3                                          -2.004733e-03
## BCL11B                                          1.042087e-01
## GZMB                                           -6.654498e-04
## CXCL5                                           4.623107e-02
## S1PR1                                           4.075528e-01
## CLEC2D                                          3.723569e-02
## KLRC3                                          -1.218870e-01
## ITGA4                                           3.796518e-02
## KIR2DL1                                        -1.342077e-01
## CD26.DPP4.AHS0109.pAbO                          0.000000e+00
## FOXP1                                           1.536770e-01
## TRBC2                                          -3.989697e-03
## HLA.A                                           0.000000e+00
## LEF1                                           -4.336824e-01
## CD81.CD81.AHS0021.pAbO                          0.000000e+00
## IKZF1                                          -1.296927e-01
## FCGR3A                                         -2.146463e-01
## CCR5                                           -2.135829e-01
## CD215.IL15RA.AHS0212.pAbO                      -3.989697e-03
## IL1RL1                                         -2.888854e-01
## LAT                                             2.038442e-02
## FUT4                                            2.076581e-01
## CD33.WM53.CD33.AHS0044.pAbO                    -7.002496e-02
## ENTPD1                                         -2.315512e-01
## CD244                                           1.811425e-03
## CD5.UCHT2.CD5.AHS0047.pAbO                      1.951440e-02
## ARL4C                                          -1.374355e-02
## RORA                                           -2.687432e-01
## TIGIT                                          -4.211998e-01
## NCAM1                                          -2.790316e-01
## ITGAM                                          -3.331170e-02
## CD127.IL7R.AHS0028.pAbO                         2.673925e-05
## VPS28                                          -8.413467e-04
## IL15RA                                         -2.105518e-01
## LGALS9                                         -4.336308e-01
## ICOS                                           -1.735630e-01
## SLC25A37                                        7.048748e-01
## RNASE6                                          4.891526e-01
## IGBP1                                           4.827507e-02
## SELL                                           -2.818337e-01
## IRF4                                           -6.803798e-01
## JUN                                            -2.785383e-01
## GIMAP7                                         -1.494777e-01
## CTSW                                            0.000000e+00
## STAT4                                          -2.163634e-02
## PSEN1                                           3.874662e-02
## SNCA                                           -1.411014e-01
## CD1D.CD1D.AHS0219.pAbO                         -1.210785e-03
## IL18                                           -4.771206e-01
## IFNGR1                                          3.290478e-02
## KLRC4                                          -7.013942e-02
## STAT5A                                         -1.404437e-01
## IER5                                            1.186217e-01
## ITGAL                                          -7.418546e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO          -1.099682e-02
## CD247                                          -3.941603e-02
## LAIR2                                          -5.261996e-01
## FOXO3                                          -2.496330e-02
## TRAC                                           -3.296271e-01
## LAMP3                                          -1.365345e-01
## TNFSF13B                                       -4.515984e-01
## MGST1                                          -1.205548e+00
## IL12RB1                                        -2.709887e-01
## GATA3                                          -1.501121e-01
## CCR2                                           -5.473581e-01
## CD27.L128.CD27.AHS0249.pAbO                     1.970486e-02
## IL6                                            -2.150739e-01
## NRP1                                           -8.053902e-01
## IL15                                           -1.551679e-01
## CCR7                                            9.717122e-01
## CD14                                           -4.361856e-02
## IL18RAP                                        -9.788301e-02
## IL9R                                           -9.177030e-01
## TNFSF13                                        -2.334989e-01
## CD1A                                           -4.321838e-01
## KLRG1                                          -7.580209e-01
## CTSG                                            1.049504e+00
## OAS1                                           -6.038627e-01
## CX3CR1                                         -1.173103e-01
## LAG3                                           -9.527640e-01
## CXCR1                                           4.860815e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO            -4.577011e-03
## ADGRG3                                         -2.525366e-01
## TBX21                                          -1.757250e-01
## CD40.CD40.AHS0117.pAbO                         -1.945015e-02
## ADGRE1                                         -9.488503e-02
## ZAP70                                          -2.965083e-01
## TGFBI                                           4.822846e-02
## IL3RA                                          -5.933509e-01
## CD34.581.CD34.AHS0061.pAbO                      4.849808e-03
## SLAMF1                                         -2.648989e-01
## BCL6                                            4.848002e-02
## TGFB3                                          -5.160950e-01
## TNFRSF9                                        -1.314602e+00
## TNFRSF13C                                      -3.863408e-01
## CD8B                                           -6.265650e-01
## DOCK8                                           5.741670e-03
## LY86                                           -2.985778e-01
## IGHM_membrane                                   5.612276e-02
## CTLA4                                          -8.170708e-01
## CD4                                             3.706928e-01
## IL5                                             4.115063e-01
## AIM2                                           -5.477750e-01
## IGHM_secreted                                   5.456128e-01
## CD79B                                          -1.025153e+00
## IGHA1_secreted                                 -7.842393e-01
## CCL2                                            3.322719e-01
## VMO1                                           -2.777083e-02
## BTLA                                            4.046860e-01
## MMP9                                            4.046860e-01
## CD1C                                            2.932574e-01
## TREM1                                          -6.869720e-01
## CLEC4E                                          2.819856e-01
## FOXP3                                          -1.058221e+00
## PI3                                             2.819856e-01
## PDCD1                                          -1.251951e+00
## CD5                                            -1.115724e+00
## CXCR2                                          -5.713849e-01
## ARG1                                            1.478714e-01
## CD36                                            1.478714e-01
## CNTNAP3                                         1.478714e-01
## FLT3                                            1.478714e-01
## IGHG1_secreted                                  1.478714e-01
## IGHG3_secreted                                  1.478714e-01
## RNASE2                                          1.478714e-01
## CCR3                                           -9.305090e-01
## CCR4                                            1.478714e-01
## IFNA1                                           1.478714e-01
## CD163                                          -3.273922e-01
## IL12A                                          -7.271126e-01
## CD24                                           -4.558316e-01
## S100A9                                         -4.750830e-01
## IL4                                            -1.440284e+00
## CD274                                          -7.910591e-01
## ALAS2                                          -3.203427e-16
## APOE                                           -3.203427e-16
## AQP9                                           -3.203427e-16
## AZU1                                           -3.203427e-16
## BLK                                            -3.203427e-16
## BLNK                                           -3.203427e-16
## BPI                                            -3.203427e-16
## C1QA                                           -3.203427e-16
## C1QB                                           -3.203427e-16
## CCL13                                          -3.203427e-16
## CCL17                                          -3.203427e-16
## CCL19                                          -3.203427e-16
## CCR9                                           -3.203427e-16
## CD1B                                           -3.203427e-16
## CD209                                          -3.203427e-16
## CD22                                           -3.203427e-16
## CD34                                           -3.203427e-16
## CEACAM8                                        -3.203427e-16
## CHI3L1                                         -3.203427e-16
## CLC                                            -3.203427e-16
## CLEC10A                                        -3.203427e-16
## CPA3                                           -3.203427e-16
## CXCL11                                         -3.203427e-16
## CXCL13                                         -3.203427e-16
## CXCL9                                          -3.203427e-16
## DEFA3                                          -3.203427e-16
## DEFA4                                          -3.203427e-16
## EBF1                                           -3.203427e-16
## ELANE                                          -3.203427e-16
## F13A1                                          -3.203427e-16
## FCER1A                                         -3.203427e-16
## FCER2                                          -3.203427e-16
## FCN1                                           -3.203427e-16
## GHR                                            -3.203427e-16
## IGHD_membrane                                  -3.203427e-16
## IGHE_secreted                                  -3.203427e-16
## IGHG1_membrane                                 -3.203427e-16
## IGHG2_secreted                                 -3.203427e-16
## IGHG4_secreted                                 -3.203427e-16
## IGLC3                                          -3.203427e-16
## IL17A                                          -3.203427e-16
## IL17F                                          -3.203427e-16
## IL21                                           -3.203427e-16
## IL25                                           -3.203427e-16
## IL31                                           -3.203427e-16
## IL33                                           -3.203427e-16
## IL9                                            -3.203427e-16
## MME                                            -3.203427e-16
## MMP12                                          -3.203427e-16
## S100A12                                        -3.203427e-16
## TCL1A                                          -3.203427e-16
## TLR8                                           -3.203427e-16
## TNFRSF17                                       -3.203427e-16
## VPREB3                                         -3.203427e-16
## AOC3                                           -8.112600e-01
## EPX                                            -1.000000e+00
## IL22                                           -1.000000e+00
## LRRC32                                         -1.000000e+00
## CXCL2                                          -1.000000e+00
## MS4A1                                          -1.327392e+00
## CD40                                           -1.198148e+00
## CXCL3                                          -1.000000e+00
## SPP1                                           -1.000000e+00
## CD3G                                           -6.862579e-01
## SLC7A7                                         -7.259972e-01
## IL1R2                                          -2.000000e+00
## CR2                                            -1.584963e+00
## KCNE3                                          -1.000000e+00
## CD200                                          -2.420880e+00
## CD79A                                          -4.027318e-01
## CLEC4D                                         -2.321928e+00
## CXCL10                                         -1.208705e+00
## CD28                                           -1.285569e+00
## CCL22                                          -2.321928e+00
## MITF                                           -1.000000e+00
## IL2                                            -1.475083e+00
## CXCL8                                          -1.241828e+00
## JCHAIN                                         -1.000000e+00
## F5                                             -1.000000e+00
## VSIG4                                          -1.302977e+00
## THBD                                           -1.706743e+00
## POU2AF1                                        -2.310579e+00
## GZMM                                           -2.217568e+00
## FAM129C                                        -1.584963e+00
## PAX5                                           -1.137553e+00
## CXCL1                                          -1.584963e+00
## IL6R                                           -2.846687e+00
## CMKLR1                                         -1.377381e+00
## CD103.ITGAE.AHS0001.pAbO                       -7.443563e-02
## LILRB4                                         -1.604673e+00
## TNFRSF4                                        -7.390374e-01
## TPSAB1                                         -1.773052e+00
## CCR10                                          -3.000000e+00
## B3GAT1                                         -8.391735e-01
## TLR2                                           -1.718014e+00
## CXCL16                                         -5.311006e-01
## TLR9                                           -1.666642e+00
## CSF3                                           -2.525369e+00
## CHI3L2                                         -7.329041e-01
## CMTM2                                          -8.404408e-01
## IL1B                                           -2.599946e+00
## CD27                                           -2.372063e+00
## TCF4                                           -1.489813e+00
## CD160                                          -1.264183e+00
## TLR7                                           -3.054746e+00
## NT5E                                           -2.836812e+00
## TCF7                                           -1.415235e+00
## CD4.SK3.CD4.AHS0032.pAbO                       -4.554251e-01
## CD72                                           -8.759395e-01
## BACH2                                          -6.991888e-01
## CD80                                           -7.378908e-01
## CD22.CD22.AHS0195.pAbO                         -2.102002e-02
## CCL20                                          -2.971303e+00
## GIMAP5                                         -3.611593e-01
## PECAM1                                         -7.607220e-01
## TNFRSF18                                       -1.469941e+00
## CXCR5                                          -2.339238e+00
## THBS1                                          -1.161969e+00
## CD6                                            -1.462948e+00
## TRAT1                                          -9.525773e-01
## LTB                                            -7.628411e-01
## JUNB                                           -8.611005e-01
## FAM65B                                         -3.183489e-01
## FYN                                             1.717366e-03
## IKZF2                                          -1.059577e+00
## IGKC                                           -2.030487e+00
## TNFSF8                                         -1.128709e+00
## CD3D                                           -6.510474e-01
## QPCT                                           -7.870526e-01
## CD102.ICAM2.AHS0155.pAbO                       -3.313358e-03
## IL13                                           -1.373224e+00
## FOSL1                                          -1.530961e+00
## VEGFA                                          -4.401176e-01
## NAMPT                                          -5.798424e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                   2.454011e-02
## TNFRSF1B                                       -7.863830e-02
## CD3E                                           -1.296626e-02
## CD86                                           -1.475063e+00
## IL3                                            -1.549155e+00
## FOXO1                                          -8.613354e-01
## TNFRSF25                                       -4.425458e+00
## IL23R                                          -8.830744e-02
## CD9                                            -8.274601e-01
## CD63                                           -3.326865e-04
## FASLG                                          -5.332220e-01
## IL1RN                                          -1.538242e+00
## ZBED2                                          -1.685319e+00
## ZBTB16                                         -3.240647e-01
## LIPA                                           -2.288606e-01
## LTA                                            -4.965847e-01
## PTGDR2                                         -3.494229e+00
## CD48                                           -5.244963e-03
## CCR8                                           -2.478199e+00
## CD3.SK7.CD3E.AHS0033.pAbO                      -2.768172e-02
## CNOT2                                          -2.731095e-02
## TIAF1                                          -2.627766e-01
## HAVCR2                                         -2.020501e-02
## MZB1                                           -3.524514e-01
## PMCH                                           -1.965030e+00
## ZNF683                                         -1.708307e+00
## CD33                                           -1.229846e+00
## CCR6                                           -5.651092e-01
## DUSP4                                          -2.225489e-01
## IL18R1                                         -1.755901e-01
## IL7R                                           -2.062224e+00
## STAT6                                          -4.645915e-01
## IgM.IGHM.AHS0198.pAbO                          -1.464029e-02
## RGS1                                           -4.762449e-01
## VNN2                                           -3.047246e-01
## NKG7                                           -3.326865e-04
## CD25.2A3.IL2RA.AHS0026.pAbO                    -1.100805e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO                  -4.518524e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                     -1.251909e-02
## BCL2A1                                         -7.654632e-01
## CXCR6                                          -2.707465e-01
## CD7                                            -1.226981e-01
## RORC                                           -3.671357e+00
## CBLB                                           -3.759292e-02
## IgG.IGHG1_2_3_4.AHS0059.pAbO                   -1.996291e-03
## CD335.NCR1.AHS0068.pAbO                        -4.203010e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO      -1.212898e-02
## CCR7.CCR7.AHS0273.pAbO                         -8.366152e-03
## TNFRSF8                                        -1.476334e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO             -5.984987e-03
## CTSD                                           -1.436741e-01
## CD45RO.PTPRC.AHS0036.pAbO                      -4.930995e-03
## CD40LG                                         -2.083522e+00
## CD279.EH12.1.PDCD1.AHS0014.pAbO                -2.054140e-02
## FYB                                            -4.520207e-01
## TSPAN32                                        -8.829205e-01
## BIN2                                           -2.702945e-02
## IRF8                                           -3.724090e-02
## LCK                                            -2.426532e-02
## DUSP1                                          -5.551058e-01
## LIF                                            -5.780200e-01
## CASP5                                          -2.382793e-02
## PTPRC                                          -1.002121e-02
## TNFSF14                                        -1.672900e-01
## ITGAX                                          -2.041137e-01
## SEMA7A                                         -1.206475e+00
## MYC                                            -3.968725e-01
## PIK3AP1                                        -6.553532e-02
## SPOCK2                                         -8.532366e-01
## TGFB1                                          -1.924127e-01
## TRIB2                                          -4.331069e-01
## IER3                                           -7.404461e-01
## KIT                                            -9.482819e-01
## FOSB                                           -1.589109e+00
## CCL1                                           -5.649304e-01
## CCL3                                           -5.211237e-02
## LGALS3                                         -1.331475e+00
## CD95.FAS.AHS0023.pAbO                           0.000000e+00
## CD300A                                         -2.352867e-01
## BCL2                                           -2.543643e-01
## TNF                                            -8.718722e-02
## TXK                                            -1.148485e-01
## IFNG                                           -5.226912e-01
## IL4R                                           -3.315726e-02
## CD152.CTLA4.AHS0017.pAbO                       -6.654498e-04
## IL32                                           -5.578938e-03
## IL2RB                                          -3.326865e-04
## GLG1                                           -5.854746e-01
## PRDM1                                          -1.346214e-01
## XCL1                                           -8.598083e-01
## BIRC3                                          -2.816428e-01
## C10orf54                                       -1.537527e-01
## STAT3                                          -2.696804e-01
## CD39.ENTPD1.AHS0006.pAbO                       -3.289015e-03
## CD226.CD226.AHS0079.pAbO                       -2.597770e-02
## LAMP1                                          -1.337655e-02
## CCL4                                           -6.331089e-03
## EGR1                                           -8.716931e-01
## EGR3                                           -1.399901e+00
## FCER1G                                         -4.655720e-03
## SELPLG                                         -4.716535e-02
## IL2RA                                          -2.453391e-01
## ITK                                            -1.966505e-01
## ICAM1                                          -2.976322e-01
## PRF1                                           -3.326865e-04
## CD161.DX12.KLRB1.AHS0002.pAbO                  -1.930117e-02
## CD44                                           -1.226468e-01
## CCL5                                           -2.798191e-02
## CD69                                           -1.792921e-01
## DUSP2                                          -5.412604e-01
## PIK3IP1                                        -1.043135e+00
## CD69.CD69.AHS0010.pAbO                          0.000000e+00
## CSF2                                           -3.214116e-01
## CD52                                           -1.664109e-03
## CCND2                                          -9.995006e-03
## CD37                                           -6.134262e-02
## BTG1                                           -1.044284e-02
## KLRB1                                          -1.950663e-01
##                                           median.logFC.detected
## TYMS                                               8.088819e-01
## KIAA0101                                           1.585707e+00
## HMGB2                                              8.108480e-01
## TOP2A                                              1.655028e+00
## TK1                                                2.046930e+00
## AURKB                                              2.136322e+00
## UBE2C                                              2.455876e+00
## PCNA                                               2.995067e-01
## HMMR                                               2.978635e+00
## CCNB1                                              2.200041e+00
## MKI67                                              3.155416e+00
## MCM4                                               1.087912e+00
## MCM2                                               8.331173e-01
## GAPDH                                              0.000000e+00
## PTTG2                                              1.557358e+00
## TRDC                                               5.354427e-02
## PDIA6                                              7.121476e-02
## ANXA5                                              1.292499e-01
## HLA.DRA                                            8.570133e-01
## ITGAE                                              6.493264e-01
## CD74                                               2.809983e-03
## HLA.DPA1                                           3.862626e-01
## S100A10                                            1.850290e-02
## Tim3.HAVCR2.AHS0016.pAbO                           0.000000e+00
## HLA.DPB1                                           7.727824e-01
## KLRC1                                              2.064319e-02
## TMEM97                                             8.945789e-01
## DPP4                                               5.514897e-01
## RPN2                                               3.755032e-02
## PYCR1                                              1.386707e+00
## HLA.DRB3                                           9.501940e-01
## CD94.KLRD1.AHS0085.pAbO                            4.197982e-05
## CASP3                                              1.626002e-01
## LAP3                                               1.111698e-01
## PDIA4                                              2.688834e-01
## PASK                                               1.176832e+00
## CD314.KLRK1.AHS0065.pAbO                           5.022153e-04
## GZMA                                               0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                    3.278410e-02
## HLA.DMA                                            4.493279e-01
## NCR3                                               5.331803e-02
## CD38                                               1.332642e+00
## HLA.DQA1                                           2.399628e-02
## BAX                                                8.350729e-02
## KLRK1                                              5.159817e-02
## HLA.DQB1                                           4.390835e-01
## CXCR4                                              4.299757e-01
## ADA                                                3.001054e-01
## HLA.DMB                                            3.207150e-01
## KLRF1                                              5.066499e-02
## TARP_refseq                                        1.167721e-01
## CD38.HIT2.CD38.AHS0022.pAbO                       -6.306967e-04
## IFITM2                                             4.004443e-02
## FBXO22                                             6.186936e-01
## GNAI2                                              1.435710e-01
## CD7.CD7.AHS0043.pAbO                               0.000000e+00
## FAS                                                5.261096e-01
## ITGB2                                              1.210888e-02
## CXCR3                                              6.626383e-02
## YBX3                                               5.643501e-01
## CD18.ITGB2.AHS0091.pAbO                            0.000000e+00
## APOBEC3G                                           3.139445e-03
## HLA.C                                              0.000000e+00
## CCR1                                               6.837344e-01
## TNFSF10                                            8.172702e-03
## IL12RB2                                            3.404037e-01
## GNLY                                               0.000000e+00
## XBP1                                               3.006443e-02
## CD8.SK1.CD8A.AHS0228.pAbO                          2.159968e-02
## IFITM3                                             5.732649e-02
## CST7                                               2.979548e-03
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                   0.000000e+00
## GZMH                                               2.727408e-01
## CD70                                               1.756171e-01
## LGALS1                                             0.000000e+00
## LYN                                                1.245910e-01
## ATF6B                                              2.906964e-01
## GIMAP2                                             1.892700e-01
## CD8A                                               1.617308e-01
## CD2.CD2.AHS0029.pAbO                               0.000000e+00
## GZMK                                               1.981230e-02
## KDELR1                                             8.319851e-01
## NINJ2                                              2.195393e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO                      1.299685e-01
## CD2                                                6.861718e-02
## FN1                                                6.479694e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                    6.908756e-03
## GAB2                                               4.296965e-01
## EOMES                                              5.071597e-01
## FTH1                                               6.188424e-01
## STAT1                                              3.112666e-01
## LAT2                                               1.509906e-01
## RUNX3                                              1.124038e-02
## BCL11B                                             3.143923e-01
## GZMB                                              -6.651236e-04
## CXCL5                                              1.924266e-01
## S1PR1                                              7.979246e-01
## CLEC2D                                             5.535592e-01
## KLRC3                                              2.472051e-01
## ITGA4                                              3.219005e-01
## KIR2DL1                                           -1.659696e-02
## CD26.DPP4.AHS0109.pAbO                             0.000000e+00
## FOXP1                                              5.148422e-01
## TRBC2                                             -8.737574e-04
## HLA.A                                              0.000000e+00
## LEF1                                               2.274383e-01
## CD81.CD81.AHS0021.pAbO                             0.000000e+00
## IKZF1                                              2.458037e-01
## FCGR3A                                             2.259939e-02
## CCR5                                               1.888617e-01
## CD215.IL15RA.AHS0212.pAbO                         -2.741444e-03
## IL1RL1                                             7.688118e-01
## LAT                                                2.121153e-01
## FUT4                                               6.048530e-01
## CD33.WM53.CD33.AHS0044.pAbO                        5.216395e-02
## ENTPD1                                             2.849152e-01
## CD244                                              7.578879e-02
## CD5.UCHT2.CD5.AHS0047.pAbO                         1.348468e-01
## ARL4C                                              8.386760e-02
## RORA                                               4.748636e-01
## TIGIT                                              1.659921e-02
## NCAM1                                              3.359952e-01
## ITGAM                                              1.638687e-01
## CD127.IL7R.AHS0028.pAbO                            1.770533e-02
## VPS28                                              1.707532e-01
## IL15RA                                             2.082527e-01
## LGALS9                                             4.536355e-01
## ICOS                                               3.293856e-01
## SLC25A37                                           1.249384e+00
## RNASE6                                             8.725925e-01
## IGBP1                                              1.813410e-01
## SELL                                               6.546110e-01
## IRF4                                               1.199493e-03
## JUN                                                2.736429e-01
## GIMAP7                                             5.459193e-01
## CTSW                                               0.000000e+00
## STAT4                                              7.390481e-02
## PSEN1                                              2.727736e-01
## SNCA                                               9.616413e-01
## CD1D.CD1D.AHS0219.pAbO                             1.809247e-02
## IL18                                               2.010210e-01
## IFNGR1                                             2.053890e-01
## KLRC4                                              2.741188e-01
## STAT5A                                             1.668825e-01
## IER5                                               7.095565e-01
## ITGAL                                              1.042725e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO              2.559456e-02
## CD247                                              4.704026e-03
## LAIR2                                              2.585066e-01
## FOXO3                                              1.670782e-01
## TRAC                                               1.427376e-01
## LAMP3                                              1.548073e+00
## TNFSF13B                                           4.894327e-01
## MGST1                                              1.637802e+00
## IL12RB1                                            2.309865e-01
## GATA3                                              6.452107e-01
## CCR2                                               5.102166e-01
## CD27.L128.CD27.AHS0249.pAbO                        1.203991e-01
## IL6                                                6.532079e-01
## NRP1                                               4.839343e-01
## IL15                                               1.958876e-01
## CCR7                                               1.409364e+00
## CD14                                               1.200939e+00
## IL18RAP                                            1.402589e-01
## IL9R                                               8.186429e-01
## TNFSF13                                            2.018942e-01
## CD1A                                               2.191683e+00
## KLRG1                                              1.388351e+00
## CTSG                                               2.320064e+00
## OAS1                                               3.732592e-01
## CX3CR1                                             2.443577e-01
## LAG3                                               4.676589e-02
## CXCR1                                              2.083386e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                1.140259e-01
## ADGRG3                                             2.570352e-01
## TBX21                                              6.226273e-02
## CD40.CD40.AHS0117.pAbO                             7.994762e-02
## ADGRE1                                             1.285702e+00
## ZAP70                                              4.998407e-02
## TGFBI                                              3.865142e-01
## IL3RA                                             -1.078317e-01
## CD34.581.CD34.AHS0061.pAbO                         1.645698e-02
## SLAMF1                                             2.226430e-01
## BCL6                                               1.320748e-01
## TGFB3                                              6.083128e-01
## TNFRSF9                                            1.373286e+00
## TNFRSF13C                                          1.832734e+00
## CD8B                                               7.032450e-01
## DOCK8                                              4.813848e-02
## LY86                                               2.069258e-01
## IGHM_membrane                                      1.181414e+00
## CTLA4                                              6.131759e-01
## CD4                                                9.792222e-01
## IL5                                                1.293257e+00
## AIM2                                               3.303522e-01
## IGHM_secreted                                      1.428615e+00
## CD79B                                              4.911496e-02
## IGHA1_secreted                                     3.084976e-01
## CCL2                                               6.226192e-01
## VMO1                                               1.100673e-01
## BTLA                                               1.674407e+00
## MMP9                                               1.188740e+00
## CD1C                                               9.705888e-01
## TREM1                                              3.547705e-01
## CLEC4E                                             7.134848e-01
## FOXP3                                              9.541510e-02
## PI3                                                7.134848e-01
## PDCD1                                              8.594855e-01
## CD5                                                1.814136e-01
## CXCR2                                              5.456128e-01
## ARG1                                               7.912951e-01
## CD36                                               7.912951e-01
## CNTNAP3                                            7.912951e-01
## FLT3                                               7.912951e-01
## IGHG1_secreted                                     7.912951e-01
## IGHG3_secreted                                     7.912951e-01
## RNASE2                                             7.912951e-01
## CCR3                                               4.396967e-01
## CCR4                                               4.004069e-01
## IFNA1                                              4.004069e-01
## CD163                                              4.004069e-01
## IL12A                                              3.868143e-01
## CD24                                              -1.754099e-02
## S100A9                                             1.180850e-01
## IL4                                                8.852853e-01
## CD274                                              5.420528e-01
## ALAS2                                              0.000000e+00
## APOE                                               0.000000e+00
## AQP9                                               0.000000e+00
## AZU1                                               0.000000e+00
## BLK                                                0.000000e+00
## BLNK                                               0.000000e+00
## BPI                                                0.000000e+00
## C1QA                                               0.000000e+00
## C1QB                                               0.000000e+00
## CCL13                                              0.000000e+00
## CCL17                                              0.000000e+00
## CCL19                                              0.000000e+00
## CCR9                                               0.000000e+00
## CD1B                                               0.000000e+00
## CD209                                              0.000000e+00
## CD22                                               0.000000e+00
## CD34                                               0.000000e+00
## CEACAM8                                            0.000000e+00
## CHI3L1                                             0.000000e+00
## CLC                                                0.000000e+00
## CLEC10A                                            0.000000e+00
## CPA3                                               0.000000e+00
## CXCL11                                             0.000000e+00
## CXCL13                                             0.000000e+00
## CXCL9                                              0.000000e+00
## DEFA3                                              0.000000e+00
## DEFA4                                              0.000000e+00
## EBF1                                               0.000000e+00
## ELANE                                              0.000000e+00
## F13A1                                              0.000000e+00
## FCER1A                                             0.000000e+00
## FCER2                                              0.000000e+00
## FCN1                                               0.000000e+00
## GHR                                                0.000000e+00
## IGHD_membrane                                      0.000000e+00
## IGHE_secreted                                      0.000000e+00
## IGHG1_membrane                                     0.000000e+00
## IGHG2_secreted                                     0.000000e+00
## IGHG4_secreted                                     0.000000e+00
## IGLC3                                              0.000000e+00
## IL17A                                              0.000000e+00
## IL17F                                              0.000000e+00
## IL21                                               0.000000e+00
## IL25                                               0.000000e+00
## IL31                                               0.000000e+00
## IL33                                               0.000000e+00
## IL9                                                0.000000e+00
## MME                                                0.000000e+00
## MMP12                                              0.000000e+00
## S100A12                                            0.000000e+00
## TCL1A                                              0.000000e+00
## TLR8                                               0.000000e+00
## TNFRSF17                                           0.000000e+00
## VPREB3                                             0.000000e+00
## AOC3                                               0.000000e+00
## EPX                                                0.000000e+00
## IL22                                               0.000000e+00
## LRRC32                                             0.000000e+00
## CXCL2                                              0.000000e+00
## MS4A1                                              0.000000e+00
## CD40                                               8.024229e-02
## CXCL3                                              0.000000e+00
## SPP1                                               0.000000e+00
## CD3G                                              -4.904397e-01
## SLC7A7                                            -1.880892e-01
## IL1R2                                              0.000000e+00
## CR2                                                0.000000e+00
## KCNE3                                             -3.203427e-16
## CD200                                              7.134848e-01
## CD79A                                             -1.156867e-01
## CLEC4D                                            -3.203427e-16
## CXCL10                                            -1.462474e-01
## CD28                                              -6.135250e-01
## CCL22                                             -1.000000e+00
## MITF                                               0.000000e+00
## IL2                                               -2.067836e-01
## CXCL8                                             -4.935713e-02
## JCHAIN                                            -3.203427e-16
## F5                                                -8.112600e-01
## VSIG4                                              3.864750e-01
## THBD                                               0.000000e+00
## POU2AF1                                            9.792222e-01
## GZMM                                              -1.146247e+00
## FAM129C                                           -1.000000e+00
## PAX5                                               5.233698e-02
## CXCL1                                              0.000000e+00
## IL6R                                               1.887400e-01
## CMKLR1                                            -6.326057e-01
## CD103.ITGAE.AHS0001.pAbO                           2.042548e-02
## LILRB4                                             5.612276e-02
## TNFRSF4                                           -1.377181e-01
## TPSAB1                                             9.931731e-01
## CCR10                                             -1.327392e+00
## B3GAT1                                            -1.997243e-01
## TLR2                                              -1.198487e+00
## CXCL16                                            -3.516987e-01
## TLR9                                               7.100086e-01
## CSF3                                               3.864750e-01
## CHI3L2                                            -9.773058e-02
## CMTM2                                             -5.500433e-03
## IL1B                                              -4.798064e-01
## CD27                                              -5.190261e-01
## TCF4                                               4.475938e-01
## CD160                                              7.783607e-01
## TLR7                                               2.932574e-01
## NT5E                                              -2.301920e-01
## TCF7                                              -4.739325e-01
## CD4.SK3.CD4.AHS0032.pAbO                           2.908789e-01
## CD72                                               5.026900e-01
## BACH2                                              1.462787e-01
## CD80                                              -5.094333e-02
## CD22.CD22.AHS0195.pAbO                            -1.865721e-03
## CCL20                                             -3.393466e-02
## GIMAP5                                             2.388104e-01
## PECAM1                                            -1.241814e-01
## TNFRSF18                                           1.534394e-01
## CXCR5                                             -3.983153e-01
## THBS1                                              1.809847e-01
## CD6                                               -1.923426e-02
## TRAT1                                              2.051904e-01
## LTB                                               -1.106679e-01
## JUNB                                               5.017985e-02
## FAM65B                                            -1.545442e-01
## FYN                                                1.719877e-02
## IKZF2                                              9.047650e-02
## IGKC                                               4.416157e-01
## TNFSF8                                             5.245520e-01
## CD3D                                              -3.573826e-01
## QPCT                                              -1.975704e-01
## CD102.ICAM2.AHS0155.pAbO                           1.035345e-02
## IL13                                              -4.087193e-02
## FOSL1                                              3.771705e-01
## VEGFA                                             -3.627717e-02
## NAMPT                                              1.083073e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                      5.532046e-02
## TNFRSF1B                                           1.604289e-01
## CD3E                                               8.589290e-03
## CD86                                              -4.436634e-02
## IL3                                                1.308400e-01
## FOXO1                                              4.295223e-01
## TNFRSF25                                          -2.836036e-01
## IL23R                                              1.496489e-01
## CD9                                               -1.367264e-01
## CD63                                              -3.325235e-04
## FASLG                                              2.430972e-01
## IL1RN                                              2.718415e-02
## ZBED2                                              1.756765e-01
## ZBTB16                                             1.438714e-01
## LIPA                                               1.995311e-01
## LTA                                                3.258629e-01
## PTGDR2                                             4.849212e-01
## CD48                                               7.545783e-04
## CCR8                                               6.495134e-01
## CD3.SK7.CD3E.AHS0033.pAbO                          2.044832e-02
## CNOT2                                              1.037167e-01
## TIAF1                                              2.037317e-01
## HAVCR2                                             3.502428e-04
## MZB1                                              -1.690939e-01
## PMCH                                              -7.267121e-01
## ZNF683                                             1.489689e-01
## CD33                                               2.950600e-01
## CCR6                                               1.261831e-01
## DUSP4                                              1.043517e-01
## IL18R1                                             5.741020e-02
## IL7R                                              -1.171892e+00
## STAT6                                             -2.541516e-01
## IgM.IGHM.AHS0198.pAbO                              5.099409e-02
## RGS1                                              -1.287842e-01
## VNN2                                               2.109278e-01
## NKG7                                              -3.325235e-04
## CD25.2A3.IL2RA.AHS0026.pAbO                       -6.049082e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO                      7.469615e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                         1.499825e-02
## BCL2A1                                             4.207790e-01
## CXCR6                                             -8.750934e-02
## CD7                                                1.122316e-01
## RORC                                              -3.878329e-03
## CBLB                                              -2.484269e-02
## IgG.IGHG1_2_3_4.AHS0059.pAbO                      -1.086309e-03
## CD335.NCR1.AHS0068.pAbO                            1.791038e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO          6.130773e-03
## CCR7.CCR7.AHS0273.pAbO                             2.013372e-02
## TNFRSF8                                            2.623305e-01
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                 2.991632e-03
## CTSD                                               4.624727e-02
## CD45RO.PTPRC.AHS0036.pAbO                          5.072843e-03
## CD40LG                                            -8.952642e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO                    2.253290e-02
## FYB                                                2.250293e-01
## TSPAN32                                           -4.170328e-01
## BIN2                                               5.161914e-02
## IRF8                                              -9.161779e-03
## LCK                                                1.747403e-03
## DUSP1                                              1.097370e-01
## LIF                                               -2.150817e-01
## CASP5                                              4.271335e-02
## PTPRC                                              6.180750e-03
## TNFSF14                                            1.268124e-01
## ITGAX                                              3.295750e-02
## SEMA7A                                             3.556497e-02
## MYC                                               -5.839785e-02
## PIK3AP1                                           -1.207439e-02
## SPOCK2                                             7.679277e-02
## TGFB1                                             -1.063702e-01
## TRIB2                                              2.397417e-01
## IER3                                              -2.055886e-02
## KIT                                                3.282749e-01
## FOSB                                              -2.035051e-01
## CCL1                                               2.083126e-01
## CCL3                                              -1.426482e-02
## LGALS3                                             1.426061e-01
## CD95.FAS.AHS0023.pAbO                              0.000000e+00
## CD300A                                             2.670524e-02
## BCL2                                               4.215099e-02
## TNF                                               -1.697012e-02
## TXK                                                4.034452e-02
## IFNG                                               1.446079e-01
## IL4R                                              -6.903829e-03
## CD152.CTLA4.AHS0017.pAbO                          -6.641837e-04
## IL32                                              -1.237813e-03
## IL2RB                                              7.947152e-05
## GLG1                                               5.383514e-02
## PRDM1                                             -9.360739e-02
## XCL1                                               1.527471e-01
## BIRC3                                             -1.108914e-01
## C10orf54                                          -7.858885e-03
## STAT3                                             -4.811905e-02
## CD39.ENTPD1.AHS0006.pAbO                          -2.039764e-04
## CD226.CD226.AHS0079.pAbO                          -2.161545e-02
## LAMP1                                              6.128123e-03
## CCL4                                              -2.230559e-03
## EGR1                                              -4.813986e-01
## EGR3                                               1.252524e-01
## FCER1G                                            -1.243243e-04
## SELPLG                                            -1.880117e-02
## IL2RA                                             -1.967214e-01
## ITK                                               -3.625631e-02
## ICAM1                                              3.388929e-02
## PRF1                                              -3.325235e-04
## CD161.DX12.KLRB1.AHS0002.pAbO                     -1.243455e-02
## CD44                                              -8.699518e-03
## CCL5                                              -1.064712e-02
## CD69                                              -1.492174e-01
## DUSP2                                             -9.829706e-02
## PIK3IP1                                           -1.892398e-01
## CD69.CD69.AHS0010.pAbO                             0.000000e+00
## CSF2                                              -6.083004e-02
## CD52                                              -1.413114e-03
## CCND2                                             -4.228062e-03
## CD37                                              -4.045124e-02
## BTG1                                              -4.812128e-03
## KLRB1                                             -1.130211e-01
##                                           max.logFC.detected
## TYMS                                            1.203693e+00
## KIAA0101                                        2.225337e+00
## HMGB2                                           8.897066e-01
## TOP2A                                           1.943117e+00
## TK1                                             2.651824e+00
## AURKB                                           2.182010e+00
## UBE2C                                           2.724518e+00
## PCNA                                            6.372522e-01
## HMMR                                            3.651940e+00
## CCNB1                                           2.866425e+00
## MKI67                                           3.950676e+00
## MCM4                                            1.809615e+00
## MCM2                                            1.504347e+00
## GAPDH                                           1.601713e-16
## PTTG2                                           2.588611e+00
## TRDC                                            2.379013e-01
## PDIA6                                           2.722999e-01
## ANXA5                                           2.608116e-01
## HLA.DRA                                         1.500008e+00
## ITGAE                                           8.225977e-01
## CD74                                            5.700435e-02
## HLA.DPA1                                        9.517086e-01
## S100A10                                         4.232246e-02
## Tim3.HAVCR2.AHS0016.pAbO                        3.079393e-03
## HLA.DPB1                                        1.588750e+00
## KLRC1                                           1.368433e-01
## TMEM97                                          2.179458e+00
## DPP4                                            7.093652e-01
## RPN2                                            1.540974e-01
## PYCR1                                           3.136979e+00
## HLA.DRB3                                        2.102952e+00
## CD94.KLRD1.AHS0085.pAbO                         1.757934e-02
## CASP3                                           2.052239e-01
## LAP3                                            3.559668e-01
## PDIA4                                           6.950508e-01
## PASK                                            1.357299e+00
## CD314.KLRK1.AHS0065.pAbO                        3.079393e-03
## GZMA                                            3.079393e-03
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                 1.275232e-01
## HLA.DMA                                         8.401226e-01
## NCR3                                            3.715414e-01
## CD38                                            2.809874e+00
## HLA.DQA1                                        1.250385e+00
## BAX                                             1.165645e-01
## KLRK1                                           1.276881e-01
## HLA.DQB1                                        2.196474e+00
## CXCR4                                           6.307772e-01
## ADA                                             5.065730e-01
## HLA.DMB                                         1.906881e+00
## KLRF1                                           1.828700e+00
## TARP_refseq                                     3.881554e-01
## CD38.HIT2.CD38.AHS0022.pAbO                     1.346965e-02
## IFITM2                                          2.812798e-01
## FBXO22                                          1.265394e+00
## GNAI2                                           4.026552e-01
## CD7.CD7.AHS0043.pAbO                            1.601713e-16
## FAS                                             7.564085e-01
## ITGB2                                           6.068398e-01
## CXCR3                                           4.623753e-01
## YBX3                                            1.634631e+00
## CD18.ITGB2.AHS0091.pAbO                         3.079393e-03
## APOBEC3G                                        5.180477e-02
## HLA.C                                           1.601713e-16
## CCR1                                            8.673286e-01
## TNFSF10                                         4.265573e-02
## IL12RB2                                         2.225755e+00
## GNLY                                            1.601713e-16
## XBP1                                            1.305772e-01
## CD8.SK1.CD8A.AHS0228.pAbO                       4.232138e-02
## IFITM3                                          6.239960e-01
## CST7                                            1.868233e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                1.601713e-16
## GZMH                                            1.943183e+00
## CD70                                            1.041104e+00
## LGALS1                                          4.553243e-04
## LYN                                             4.080844e-01
## ATF6B                                           4.907633e-01
## GIMAP2                                          9.967502e-01
## CD8A                                            1.106567e+00
## CD2.CD2.AHS0029.pAbO                            3.079393e-03
## GZMK                                            1.415222e+00
## KDELR1                                          1.188331e+00
## NINJ2                                           7.296598e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO                   4.156761e-01
## CD2                                             1.634781e-01
## FN1                                             1.940907e+00
## CD45RA.HI100.PTPRC.AHS0009.pAbO                 7.424734e-02
## GAB2                                            6.886312e-01
## EOMES                                           2.859703e+00
## FTH1                                            1.487222e+00
## STAT1                                           7.982649e-01
## LAT2                                            3.523997e-01
## RUNX3                                           1.449180e-02
## BCL11B                                          2.989956e+00
## GZMB                                            1.479893e-02
## CXCL5                                           5.162785e-01
## S1PR1                                           1.463620e+00
## CLEC2D                                          1.448647e+00
## KLRC3                                           9.707059e-01
## ITGA4                                           5.957514e-01
## KIR2DL1                                         1.208055e+00
## CD26.DPP4.AHS0109.pAbO                          1.601713e-16
## FOXP1                                           9.776567e-01
## TRBC2                                           1.019518e-03
## HLA.A                                           1.601713e-16
## LEF1                                            1.048694e+00
## CD81.CD81.AHS0021.pAbO                          1.601713e-16
## IKZF1                                           4.197848e-01
## FCGR3A                                          9.710132e-01
## CCR5                                            5.222233e-01
## CD215.IL15RA.AHS0212.pAbO                      -8.737574e-04
## IL1RL1                                          3.543988e+00
## LAT                                             4.479883e-01
## FUT4                                            9.374135e-01
## CD33.WM53.CD33.AHS0044.pAbO                     2.009609e-01
## ENTPD1                                          3.805968e-01
## CD244                                           4.160163e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                      1.853887e-01
## ARL4C                                           3.226334e-01
## RORA                                            1.689376e+00
## TIGIT                                           1.621802e+00
## NCAM1                                           7.908550e-01
## ITGAM                                           3.440938e-01
## CD127.IL7R.AHS0028.pAbO                         2.760309e-02
## VPS28                                           1.792454e-01
## IL15RA                                          9.274521e-01
## LGALS9                                          5.890540e-01
## ICOS                                            5.353112e-01
## SLC25A37                                        2.010458e+00
## RNASE6                                          2.182049e+00
## IGBP1                                           3.071128e-01
## SELL                                            1.853577e+00
## IRF4                                            1.647400e+00
## JUN                                             6.402894e-01
## GIMAP7                                          2.147567e+00
## CTSW                                            9.107924e-04
## STAT4                                           1.667589e-01
## PSEN1                                           3.491346e-01
## SNCA                                            1.516920e+00
## CD1D.CD1D.AHS0219.pAbO                          4.265887e-02
## IL18                                            1.038700e+00
## IFNGR1                                          2.463089e-01
## KLRC4                                           1.167462e+00
## STAT5A                                          5.984508e-01
## IER5                                            8.814779e-01
## ITGAL                                           1.776886e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO           4.237692e-02
## CD247                                           1.056473e+00
## LAIR2                                           8.252145e-01
## FOXO3                                           5.553021e-01
## TRAC                                            1.166408e+00
## LAMP3                                           1.667055e+00
## TNFSF13B                                        8.883703e-01
## MGST1                                           2.306677e+00
## IL12RB1                                         7.549191e-01
## GATA3                                           1.134665e+00
## CCR2                                            1.363519e+00
## CD27.L128.CD27.AHS0249.pAbO                     2.337260e-01
## IL6                                             1.705200e+00
## NRP1                                            1.608463e+00
## IL15                                            4.058380e-01
## CCR7                                            2.184290e+00
## CD14                                            1.567514e+00
## IL18RAP                                         2.684943e-01
## IL9R                                            9.145217e-01
## TNFSF13                                         4.218935e-01
## CD1A                                            3.338206e+00
## KLRG1                                           1.597276e+00
## CTSG                                            3.809065e+00
## OAS1                                            7.588675e-01
## CX3CR1                                          6.352455e-01
## LAG3                                            3.191355e+00
## CXCR1                                           3.405503e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO             1.629014e-01
## ADGRG3                                          4.800082e-01
## TBX21                                           6.225228e-01
## CD40.CD40.AHS0117.pAbO                          1.688905e-01
## ADGRE1                                          2.155061e+00
## ZAP70                                           4.967607e-01
## TGFBI                                           1.323134e+00
## IL3RA                                           1.093317e+00
## CD34.581.CD34.AHS0061.pAbO                      8.882790e-02
## SLAMF1                                          2.809065e+00
## BCL6                                            9.085327e-01
## TGFB3                                           1.256309e+00
## TNFRSF9                                         5.254829e+00
## TNFRSF13C                                       2.889180e+00
## CD8B                                            1.968720e+00
## DOCK8                                           9.243616e-02
## LY86                                            1.256309e+00
## IGHM_membrane                                   3.054201e+00
## CTLA4                                           2.519981e+00
## CD4                                             2.510668e+00
## IL5                                             2.612209e+00
## AIM2                                            1.497865e+00
## IGHM_secreted                                   2.546752e+00
## CD79B                                           2.333901e+00
## IGHA1_secreted                                  1.805037e+00
## CCL2                                            2.584963e+00
## VMO1                                            7.565625e-01
## BTLA                                            2.000000e+00
## MMP9                                            1.774666e+00
## CD1C                                            1.774666e+00
## TREM1                                           2.775054e+00
## CLEC4E                                          1.584963e+00
## FOXP3                                           1.491104e+00
## PI3                                             1.299394e+00
## PDCD1                                           2.648172e+00
## CD5                                             1.069977e+00
## CXCR2                                           7.203673e-01
## ARG1                                            1.000000e+00
## CD36                                            1.000000e+00
## CNTNAP3                                         1.000000e+00
## FLT3                                            1.000000e+00
## IGHG1_secreted                                  1.000000e+00
## IGHG3_secreted                                  1.000000e+00
## RNASE2                                          1.000000e+00
## CCR3                                            1.391049e+00
## CCR4                                            8.537526e-01
## IFNA1                                           8.537526e-01
## CD163                                           8.537526e-01
## IL12A                                           1.510668e+00
## CD24                                            1.590866e+00
## S100A9                                          1.378179e+00
## IL4                                             1.703031e+00
## CD274                                           1.117836e+00
## ALAS2                                           3.203427e-16
## APOE                                            3.203427e-16
## AQP9                                            3.203427e-16
## AZU1                                            3.203427e-16
## BLK                                             3.203427e-16
## BLNK                                            3.203427e-16
## BPI                                             3.203427e-16
## C1QA                                            3.203427e-16
## C1QB                                            3.203427e-16
## CCL13                                           3.203427e-16
## CCL17                                           3.203427e-16
## CCL19                                           3.203427e-16
## CCR9                                            3.203427e-16
## CD1B                                            3.203427e-16
## CD209                                           3.203427e-16
## CD22                                            3.203427e-16
## CD34                                            3.203427e-16
## CEACAM8                                         3.203427e-16
## CHI3L1                                          3.203427e-16
## CLC                                             3.203427e-16
## CLEC10A                                         3.203427e-16
## CPA3                                            3.203427e-16
## CXCL11                                          3.203427e-16
## CXCL13                                          3.203427e-16
## CXCL9                                           3.203427e-16
## DEFA3                                           3.203427e-16
## DEFA4                                           3.203427e-16
## EBF1                                            3.203427e-16
## ELANE                                           3.203427e-16
## F13A1                                           3.203427e-16
## FCER1A                                          3.203427e-16
## FCER2                                           3.203427e-16
## FCN1                                            3.203427e-16
## GHR                                             3.203427e-16
## IGHD_membrane                                   3.203427e-16
## IGHE_secreted                                   3.203427e-16
## IGHG1_membrane                                  3.203427e-16
## IGHG2_secreted                                  3.203427e-16
## IGHG4_secreted                                  3.203427e-16
## IGLC3                                           3.203427e-16
## IL17A                                           3.203427e-16
## IL17F                                           3.203427e-16
## IL21                                            3.203427e-16
## IL25                                            3.203427e-16
## IL31                                            3.203427e-16
## IL33                                            3.203427e-16
## IL9                                             3.203427e-16
## MME                                             3.203427e-16
## MMP12                                           3.203427e-16
## S100A12                                         3.203427e-16
## TCL1A                                           3.203427e-16
## TLR8                                            3.203427e-16
## TNFRSF17                                        3.203427e-16
## VPREB3                                          3.203427e-16
## AOC3                                            3.203427e-16
## EPX                                             3.203427e-16
## IL22                                            3.203427e-16
## LRRC32                                          3.203427e-16
## CXCL2                                           3.203427e-16
## MS4A1                                           3.203427e-16
## CD40                                            5.177638e-01
## CXCL3                                           3.203427e-16
## SPP1                                            3.203427e-16
## CD3G                                            1.463182e+00
## SLC7A7                                          1.027246e+00
## IL1R2                                           3.203427e-16
## CR2                                             3.203427e-16
## KCNE3                                           3.203427e-16
## CD200                                           1.584963e+00
## CD79A                                           3.019152e-01
## CLEC4D                                          3.203427e-16
## CXCL10                                          1.887400e-01
## CD28                                            7.737025e-01
## CCL22                                           3.203427e-16
## MITF                                            0.000000e+00
## IL2                                             6.226192e-01
## CXCL8                                           2.672608e+00
## JCHAIN                                          0.000000e+00
## F5                                              0.000000e+00
## VSIG4                                           1.299394e+00
## THBD                                            0.000000e+00
## POU2AF1                                         2.921369e+00
## GZMM                                            1.478714e-01
## FAM129C                                         0.000000e+00
## PAX5                                            2.530851e+00
## CXCL1                                           0.000000e+00
## IL6R                                            7.912951e-01
## CMKLR1                                          2.218204e+00
## CD103.ITGAE.AHS0001.pAbO                        3.103769e-01
## LILRB4                                          1.469239e+00
## TNFRSF4                                         1.082661e+00
## TPSAB1                                          1.695620e+00
## CCR10                                           0.000000e+00
## B3GAT1                                          1.155061e+00
## TLR2                                           -2.855686e-01
## CXCL16                                          9.025310e-01
## TLR9                                            1.686604e+00
## CSF3                                            1.299394e+00
## CHI3L2                                          1.038037e-01
## CMTM2                                           4.388379e-01
## IL1B                                            2.069977e+00
## CD27                                            1.056123e+00
## TCF4                                            7.151265e-01
## CD160                                           2.315168e+00
## TLR7                                            9.705888e-01
## NT5E                                            1.378179e+00
## TCF7                                            1.421759e+00
## CD4.SK3.CD4.AHS0032.pAbO                        7.599057e-01
## CD72                                            7.598739e-01
## BACH2                                           6.405000e-01
## CD80                                            1.076424e+00
## CD22.CD22.AHS0195.pAbO                          6.904104e-02
## CCL20                                           1.693613e+00
## GIMAP5                                          9.042167e-01
## PECAM1                                          1.652644e+00
## TNFRSF18                                        1.074080e+00
## CXCR5                                           3.400827e+00
## THBS1                                           1.061591e+00
## CD6                                             1.807101e+00
## TRAT1                                           1.949496e+00
## LTB                                            -5.276978e-02
## JUNB                                            8.935990e-01
## FAM65B                                          6.226340e-01
## FYN                                             9.039422e-02
## IKZF2                                           4.242286e-01
## IGKC                                            2.102737e+00
## TNFSF8                                          9.866584e-01
## CD3D                                            2.994544e-01
## QPCT                                            9.456130e-01
## CD102.ICAM2.AHS0155.pAbO                        3.027589e-02
## IL13                                            1.195070e+00
## FOSL1                                           1.912784e+00
## VEGFA                                           1.033577e+00
## NAMPT                                           8.907882e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                   1.453901e-01
## TNFRSF1B                                        1.854243e-01
## CD3E                                            5.282110e-02
## CD86                                            1.521283e+00
## IL3                                             2.788640e-01
## FOXO1                                           6.428717e-01
## TNFRSF25                                        1.578136e+00
## IL23R                                           1.748693e-01
## CD9                                             6.387280e-01
## CD63                                            1.033746e-03
## FASLG                                           9.243023e-01
## IL1RN                                           1.075466e+00
## ZBED2                                           1.692658e+00
## ZBTB16                                          3.211819e-01
## LIPA                                            3.972731e-01
## LTA                                             7.922332e-01
## PTGDR2                                          1.448919e+00
## CD48                                            7.222663e-03
## CCR8                                            3.439764e+00
## CD3.SK7.CD3E.AHS0033.pAbO                       1.201929e-01
## CNOT2                                           3.094870e-01
## TIAF1                                           2.692643e-01
## HAVCR2                                          1.388718e-01
## MZB1                                            9.070349e-01
## PMCH                                            1.409925e+00
## ZNF683                                          1.944790e+00
## CD33                                            1.684669e+00
## CCR6                                            8.394845e-01
## DUSP4                                           3.375631e-01
## IL18R1                                          5.210857e-01
## IL7R                                            1.538671e+00
## STAT6                                          -4.776593e-02
## IgM.IGHM.AHS0198.pAbO                           5.590135e-02
## RGS1                                            9.884431e-01
## VNN2                                            2.436232e-01
## NKG7                                            1.513106e-02
## CD25.2A3.IL2RA.AHS0026.pAbO                     2.915707e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO                   9.442277e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                      6.690175e-02
## BCL2A1                                          1.179984e+00
## CXCR6                                           1.869847e-01
## CD7                                             3.224344e-01
## RORC                                            1.547919e+00
## CBLB                                            2.034315e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                    7.574844e-03
## CD335.NCR1.AHS0068.pAbO                         4.836699e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO       5.348875e-02
## CCR7.CCR7.AHS0273.pAbO                          4.003510e-02
## TNFRSF8                                         2.488666e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO              2.754704e-02
## CTSD                                            1.815047e-01
## CD45RO.PTPRC.AHS0036.pAbO                       2.848440e-02
## CD40LG                                          1.094282e+00
## CD279.EH12.1.PDCD1.AHS0014.pAbO                 3.415859e-02
## FYB                                             2.762986e-01
## TSPAN32                                        -1.892112e-01
## BIN2                                            1.680109e-01
## IRF8                                            2.896513e-01
## LCK                                             9.487763e-02
## DUSP1                                           3.424917e-01
## LIF                                             1.567981e+00
## CASP5                                           1.367745e-01
## PTPRC                                           1.773236e-02
## TNFSF14                                         2.722777e-01
## ITGAX                                           2.575265e-01
## SEMA7A                                          7.126063e-01
## MYC                                             8.978846e-01
## PIK3AP1                                         2.145944e-01
## SPOCK2                                          6.049677e-01
## TGFB1                                           3.191006e-02
## TRIB2                                           5.390931e-01
## IER3                                            1.022976e+00
## KIT                                             1.067469e+00
## FOSB                                            1.861382e-01
## CCL1                                            3.052743e-01
## CCL3                                            2.398204e-01
## LGALS3                                          2.174697e-01
## CD95.FAS.AHS0023.pAbO                           1.601713e-16
## CD300A                                          1.710768e-01
## BCL2                                            1.867084e-01
## TNF                                             2.710213e-01
## TXK                                             2.655870e-01
## IFNG                                            2.922301e-01
## IL4R                                            3.527948e-02
## CD152.CTLA4.AHS0017.pAbO                        3.746566e-04
## IL32                                            1.409969e-02
## IL2RB                                           7.072568e-04
## GLG1                                            1.856034e-01
## PRDM1                                           1.052653e-01
## XCL1                                            1.033703e+00
## BIRC3                                           4.998300e-01
## C10orf54                                        1.369160e-01
## STAT3                                           1.811124e-01
## CD39.ENTPD1.AHS0006.pAbO                        7.517607e-03
## CD226.CD226.AHS0079.pAbO                        5.198725e-02
## LAMP1                                           1.974201e-02
## CCL4                                            3.739925e-02
## EGR1                                            7.834540e-01
## EGR3                                            1.079078e+00
## FCER1G                                          3.676983e-03
## SELPLG                                          2.069807e-01
## IL2RA                                           3.078398e-01
## ITK                                             3.196369e-01
## ICAM1                                           1.615638e-01
## PRF1                                            7.947152e-05
## CD161.DX12.KLRB1.AHS0002.pAbO                   4.441225e-02
## CD44                                            5.274015e-02
## CCL5                                            9.306038e-02
## CD69                                            2.016255e-01
## DUSP2                                           5.811942e-01
## PIK3IP1                                         9.608647e-01
## CD69.CD69.AHS0010.pAbO                          1.004605e-03
## CSF2                                            3.169202e-01
## CD52                                            3.352430e-03
## CCND2                                           6.930182e-03
## CD37                                            3.384144e-02
## BTG1                                            1.024286e-03
## KLRB1                                          -1.151804e-02
##                                           rank.logFC.detected
## TYMS                                                       64
## KIAA0101                                                   20
## HMGB2                                                      62
## TOP2A                                                      18
## TK1                                                        11
## AURKB                                                      12
## UBE2C                                                       8
## PCNA                                                       93
## HMMR                                                        3
## CCNB1                                                       7
## MKI67                                                       1
## MCM4                                                       29
## MCM2                                                       45
## GAPDH                                                     240
## PTTG2                                                      15
## TRDC                                                      140
## PDIA6                                                     184
## ANXA5                                                     171
## HLA.DRA                                                    31
## ITGAE                                                      74
## CD74                                                      208
## HLA.DPA1                                                   65
## S100A10                                                   217
## Tim3.HAVCR2.AHS0016.pAbO                                  240
## HLA.DPB1                                                   29
## KLRC1                                                     182
## TMEM97                                                     21
## DPP4                                                       84
## RPN2                                                      199
## PYCR1                                                       7
## HLA.DRB3                                                   16
## CD94.KLRD1.AHS0085.pAbO                                   242
## CASP3                                                     140
## LAP3                                                      161
## PDIA4                                                     104
## PASK                                                       33
## CD314.KLRK1.AHS0065.pAbO                                  232
## GZMA                                                      240
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                           186
## HLA.DMA                                                    73
## NCR3                                                      120
## CD38                                                        6
## HLA.DQA1                                                   40
## BAX                                                       166
## KLRK1                                                     185
## HLA.DQB1                                                   13
## CXCR4                                                      67
## ADA                                                       105
## HLA.DMB                                                    22
## KLRF1                                                      23
## TARP_refseq                                               141
## CD38.HIT2.CD38.AHS0022.pAbO                               248
## IFITM2                                                    174
## FBXO22                                                     57
## GNAI2                                                     141
## CD7.CD7.AHS0043.pAbO                                      240
## FAS                                                        90
## ITGB2                                                      92
## CXCR3                                                     108
## YBX3                                                       26
## CD18.ITGB2.AHS0091.pAbO                                   240
## APOBEC3G                                                  215
## HLA.C                                                     240
## CCR1                                                       56
## TNFSF10                                                   230
## IL12RB2                                                    12
## GNLY                                                      240
## XBP1                                                      221
## CD8.SK1.CD8A.AHS0228.pAbO                                 224
## IFITM3                                                    110
## CST7                                                      153
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                          240
## GZMH                                                       20
## CD70                                                       61
## LGALS1                                                    235
## LYN                                                       159
## ATF6B                                                     119
## GIMAP2                                                     27
## CD8A                                                       51
## CD2.CD2.AHS0029.pAbO                                      240
## GZMK                                                       36
## KDELR1                                                     44
## NINJ2                                                      81
## CD19.SJ25C1.CD19.AHS0030.pAbO                             114
## CD2                                                       158
## FN1                                                        26
## CD45RA.HI100.PTPRC.AHS0009.pAbO                           203
## GAB2                                                       79
## EOMES                                                       5
## FTH1                                                       47
## STAT1                                                      66
## LAT2                                                      129
## RUNX3                                                     219
## BCL11B                                                      4
## GZMB                                                      246
## CXCL5                                                     129
## S1PR1                                                      34
## CLEC2D                                                     41
## KLRC3                                                      64
## ITGA4                                                      78
## KIR2DL1                                                    43
## CD26.DPP4.AHS0109.pAbO                                    240
## FOXP1                                                      52
## TRBC2                                                     302
## HLA.A                                                     240
## LEF1                                                       57
## CD81.CD81.AHS0021.pAbO                                    240
## IKZF1                                                     111
## FCGR3A                                                     63
## CCR5                                                       82
## CD215.IL15RA.AHS0212.pAbO                                 333
## IL1RL1                                                      1
## LAT                                                        89
## FUT4                                                       71
## CD33.WM53.CD33.AHS0044.pAbO                               179
## ENTPD1                                                    138
## CD244                                                     113
## CD5.UCHT2.CD5.AHS0047.pAbO                                168
## ARL4C                                                     111
## RORA                                                       25
## TIGIT                                                      27
## NCAM1                                                      67
## ITGAM                                                     122
## CD127.IL7R.AHS0028.pAbO                                   222
## VPS28                                                     151
## IL15RA                                                     92
## LGALS9                                                     79
## ICOS                                                       99
## SLC25A37                                                   14
## RNASE6                                                     14
## IGBP1                                                     150
## SELL                                                       19
## IRF4                                                       38
## JUN                                                       116
## GIMAP7                                                      3
## CTSW                                                      240
## STAT4                                                     187
## PSEN1                                                     106
## SNCA                                                       30
## CD1D.CD1D.AHS0219.pAbO                                    222
## IL18                                                       51
## IFNGR1                                                    127
## KLRC4                                                      46
## STAT5A                                                    134
## IER5                                                       70
## ITGAL                                                     155
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO                     205
## CD247                                                      52
## LAIR2                                                      75
## FOXO3                                                      74
## TRAC                                                       55
## LAMP3                                                      29
## TNFSF13B                                                   63
## MGST1                                                      13
## IL12RB1                                                   101
## GATA3                                                      71
## CCR2                                                       16
## CD27.L128.CD27.AHS0249.pAbO                               157
## IL6                                                        26
## NRP1                                                       32
## IL15                                                      116
## CCR7                                                        4
## CD14                                                       14
## IL18RAP                                                   137
## IL9R                                                       51
## TNFSF13                                                    97
## CD1A                                                        6
## KLRG1                                                      13
## CTSG                                                        2
## OAS1                                                       72
## CX3CR1                                                     65
## LAG3                                                        2
## CXCR1                                                       1
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                       186
## ADGRG3                                                     86
## TBX21                                                      90
## CD40.CD40.AHS0117.pAbO                                    178
## ADGRE1                                                     15
## ZAP70                                                     103
## TGFBI                                                      54
## IL3RA                                                      62
## CD34.581.CD34.AHS0061.pAbO                                202
## SLAMF1                                                     11
## BCL6                                                       94
## TGFB3                                                      23
## TNFRSF9                                                     1
## TNFRSF13C                                                   4
## CD8B                                                       19
## DOCK8                                                     173
## LY86                                                       38
## IGHM_membrane                                               8
## CTLA4                                                       8
## CD4                                                         9
## IL5                                                        15
## AIM2                                                       46
## IGHM_secreted                                               2
## CD79B                                                       8
## IGHA1_secreted                                              6
## CCL2                                                        7
## VMO1                                                       69
## BTLA                                                        7
## MMP9                                                        7
## CD1C                                                        7
## TREM1                                                      12
## CLEC4E                                                     31
## FOXP3                                                      32
## PI3                                                        55
## PDCD1                                                       6
## CD5                                                        46
## CXCR2                                                      76
## ARG1                                                       35
## CD36                                                       35
## CNTNAP3                                                    35
## FLT3                                                       35
## IGHG1_secreted                                             35
## IGHG3_secreted                                             35
## RNASE2                                                     35
## CCR3                                                       15
## CCR4                                                       35
## IFNA1                                                      35
## CD163                                                      35
## IL12A                                                      37
## CD24                                                       42
## S100A9                                                     35
## IL4                                                        31
## CD274                                                      65
## ALAS2                                                     240
## APOE                                                      240
## AQP9                                                      240
## AZU1                                                      240
## BLK                                                       240
## BLNK                                                      240
## BPI                                                       240
## C1QA                                                      240
## C1QB                                                      240
## CCL13                                                     240
## CCL17                                                     240
## CCL19                                                     240
## CCR9                                                      240
## CD1B                                                      240
## CD209                                                     240
## CD22                                                      240
## CD34                                                      240
## CEACAM8                                                   240
## CHI3L1                                                    240
## CLC                                                       240
## CLEC10A                                                   240
## CPA3                                                      240
## CXCL11                                                    240
## CXCL13                                                    240
## CXCL9                                                     240
## DEFA3                                                     240
## DEFA4                                                     240
## EBF1                                                      240
## ELANE                                                     240
## F13A1                                                     240
## FCER1A                                                    240
## FCER2                                                     240
## FCN1                                                      240
## GHR                                                       240
## IGHD_membrane                                             240
## IGHE_secreted                                             240
## IGHG1_membrane                                            240
## IGHG2_secreted                                            240
## IGHG4_secreted                                            240
## IGLC3                                                     240
## IL17A                                                     240
## IL17F                                                     240
## IL21                                                      240
## IL25                                                      240
## IL31                                                      240
## IL33                                                      240
## IL9                                                       240
## MME                                                       240
## MMP12                                                     240
## S100A12                                                   240
## TCL1A                                                     240
## TLR8                                                      240
## TNFRSF17                                                  240
## VPREB3                                                    240
## AOC3                                                      240
## EPX                                                       250
## IL22                                                      250
## LRRC32                                                    250
## CXCL2                                                     240
## MS4A1                                                     240
## CD40                                                      103
## CXCL3                                                     250
## SPP1                                                      250
## CD3G                                                       38
## SLC7A7                                                     78
## IL1R2                                                     250
## CR2                                                       240
## KCNE3                                                     263
## CD200                                                      31
## CD79A                                                     129
## CLEC4D                                                    250
## CXCL10                                                    166
## CD28                                                       81
## CCL22                                                     250
## MITF                                                      240
## IL2                                                        88
## CXCL8                                                       5
## JCHAIN                                                    240
## F5                                                        250
## VSIG4                                                      55
## THBD                                                      240
## POU2AF1                                                     9
## GZMM                                                      166
## FAM129C                                                   240
## PAX5                                                       17
## CXCL1                                                     240
## IL6R                                                      107
## CMKLR1                                                     21
## CD103.ITGAE.AHS0001.pAbO                                  136
## LILRB4                                                     46
## TNFRSF4                                                    77
## TPSAB1                                                     22
## CCR10                                                     240
## B3GAT1                                                     48
## TLR2                                                      440
## CXCL16                                                     82
## TLR9                                                       24
## CSF3                                                       55
## CHI3L2                                                    171
## CMTM2                                                     139
## IL1B                                                       13
## CD27                                                       54
## TCF4                                                       85
## CD160                                                      10
## TLR7                                                       53
## NT5E                                                       35
## TCF7                                                       33
## CD4.SK3.CD4.AHS0032.pAbO                                   83
## CD72                                                       79
## BACH2                                                     115
## CD80                                                       79
## CD22.CD22.AHS0195.pAbO                                    214
## CCL20                                                      28
## GIMAP5                                                     60
## PECAM1                                                     37
## TNFRSF18                                                   45
## CXCR5                                                       4
## THBS1                                                      49
## CD6                                                        24
## TRAT1                                                      23
## LTB                                                       365
## JUNB                                                       85
## FAM65B                                                     68
## FYN                                                       199
## IKZF2                                                      95
## IGKC                                                       18
## TNFSF8                                                     60
## CD3D                                                      136
## QPCT                                                       66
## CD102.ICAM2.AHS0155.pAbO                                  220
## IL13                                                       51
## FOSL1                                                      27
## VEGFA                                                      58
## NAMPT                                                      78
## CD28.CD28.2.CD28.AHS0024.pAbO                             178
## TNFRSF1B                                                  154
## CD3E                                                      214
## CD86                                                       36
## IL3                                                       142
## FOXO1                                                      87
## TNFRSF25                                                   33
## IL23R                                                     155
## CD9                                                       102
## CD63                                                      301
## FASLG                                                      67
## IL1RN                                                      80
## ZBED2                                                      32
## ZBTB16                                                    133
## LIPA                                                      141
## LTA                                                        77
## PTGDR2                                                     40
## CD48                                                      233
## CCR8                                                        4
## CD3.SK7.CD3E.AHS0033.pAbO                                 191
## CNOT2                                                     178
## TIAF1                                                     121
## HAVCR2                                                    181
## MZB1                                                       95
## PMCH                                                       42
## ZNF683                                                     16
## CD33                                                       33
## CCR6                                                       46
## DUSP4                                                     124
## IL18R1                                                    146
## IL7R                                                       35
## STAT6                                                     397
## IgM.IGHM.AHS0198.pAbO                                     204
## RGS1                                                       72
## VNN2                                                      132
## NKG7                                                      237
## CD25.2A3.IL2RA.AHS0026.pAbO                               140
## CD14.MPHIP9.CD14.AHS0037.pAbO                             195
## CX3CR1.CX3CR1.AHS0125.pAbO                                206
## BCL2A1                                                     45
## CXCR6                                                     147
## CD7                                                       126
## RORC                                                       30
## CBLB                                                      149
## IgG.IGHG1_2_3_4.AHS0059.pAbO                              243
## CD335.NCR1.AHS0068.pAbO                                   231
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO                 220
## CCR7.CCR7.AHS0273.pAbO                                    226
## TNFRSF8                                                    18
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                        236
## CTSD                                                      196
## CD45RO.PTPRC.AHS0036.pAbO                                 233
## CD40LG                                                     75
## CD279.EH12.1.PDCD1.AHS0014.pAbO                           208
## FYB                                                       126
## TSPAN32                                                   393
## BIN2                                                      154
## IRF8                                                      131
## LCK                                                       197
## DUSP1                                                     107
## LIF                                                        44
## CASP5                                                     161
## PTPRC                                                     213
## TNFSF14                                                   184
## ITGAX                                                     158
## SEMA7A                                                     84
## MYC                                                        97
## PIK3AP1                                                   145
## SPOCK2                                                     70
## TGFB1                                                     220
## TRIB2                                                      97
## IER3                                                       86
## KIT                                                        48
## FOSB                                                      205
## CCL1                                                      155
## CCL3                                                      139
## LGALS3                                                    176
## CD95.FAS.AHS0023.pAbO                                     240
## CD300A                                                    157
## BCL2                                                      160
## TNF                                                       162
## TXK                                                       125
## IFNG                                                      158
## IL4R                                                      216
## CD152.CTLA4.AHS0017.pAbO                                  248
## IL32                                                      236
## IL2RB                                                     237
## GLG1                                                      146
## PRDM1                                                     193
## XCL1                                                       83
## BIRC3                                                     108
## C10orf54                                                  207
## STAT3                                                     207
## CD39.ENTPD1.AHS0006.pAbO                                  244
## CD226.CD226.AHS0079.pAbO                                  227
## LAMP1                                                     215
## CCL4                                                      228
## EGR1                                                      119
## EGR3                                                       78
## FCER1G                                                    243
## SELPLG                                                    139
## IL2RA                                                     135
## ITK                                                       176
## ICAM1                                                     194
## PRF1                                                      237
## CD161.DX12.KLRB1.AHS0002.pAbO                             210
## CD44                                                      237
## CCL5                                                      198
## CD69                                                      163
## DUSP2                                                      97
## PIK3IP1                                                    31
## CD69.CD69.AHS0010.pAbO                                    240
## CSF2                                                      177
## CD52                                                      244
## CCND2                                                     287
## CD37                                                      202
## BTG1                                                      261
## KLRB1                                                     346

Donor 2

set.seed(42L)
sce_d2 <- sce_d2_a[,colData(sce_d2_a)$group == "AfterCoc"]

sce_d2 <- runPCA(sce_d2, ncomponents=20)
sce_d2 <- runTSNE(sce_d2, dimred="PCA")
snn_graph <- buildSNNGraph(sce_d2, k=50, use.dimred='PCA')
igraph_clusters <- igraph::cluster_louvain(snn_graph)$membership
sce_d2$igraph_lbls <- as.factor(igraph_clusters)
p3 <- plotTSNE(sce_d2, colour_by="igraph_lbls", other_fields = c("condition")) +
  facet_wrap(~condition) + 
  scale_color_manual(values = c("green", "orange", "purple", "navy", "cyan", "maroon")) +
  theme_bw() + 
  theme(legend.position="bottom") +
  guides(colour = guide_legend(nrow = 1)) +
  labs(color = "cluster")
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p3

p4 <- as.data.frame(colData(sce_d2)) %>%
  group_by(condition, igraph_lbls) %>%
  summarize(n = n()) %>%
  mutate(freq = n / sum(n)) %>%
  ggplot(aes(x = igraph_lbls, y=freq, fill = condition)) +
  geom_col(position = "dodge", color = "black") +
  scale_fill_manual(values = c("gray", "blue", "orange", "red")) + 
  labs(x = "cluster", y = "condition relative abundance")+ 
  theme(legend.position="bottom") +
  guides(colour = guide_legend(nrow = 1))
## `summarise()` has grouped output by 'condition'. You can override using the
## `.groups` argument.
p4

m2 <- scoreMarkers(sce_d2, groups = colData(sce_d2)$igraph_lbls)
as.data.frame(m2[1]) %>%
    arrange(desc(mean.AUC))
##                                           group group_name self.average
## CSF2                                          1          1 5.1441180486
## IFNG                                          1          1 4.9121055790
## CCL4                                          1          1 7.2322320097
## CCL3                                          1          1 5.4309670054
## XCL1                                          1          1 1.9049647872
## MYC                                           1          1 2.9288458374
## IER3                                          1          1 1.2152870967
## TNF                                           1          1 3.5732605224
## CD4.SK3.CD4.AHS0032.pAbO                      1          1 0.3621565231
## ICAM1                                         1          1 1.9352974824
## BCL2A1                                        1          1 1.6771979636
## EGR3                                          1          1 1.5042802583
## CCL1                                          1          1 2.4348081055
## CD81.CD81.AHS0021.pAbO                        1          1 2.9563262430
## DUSP2                                         1          1 2.3114829020
## NAMPT                                         1          1 1.7567439483
## GZMB                                          1          1 5.6457493210
## CD69.CD69.AHS0010.pAbO                        1          1 2.5495337157
## FOSB                                          1          1 0.5129396791
## CD152.CTLA4.AHS0017.pAbO                      1          1 0.9769618396
## CD11b.ICRF44.ITGAM.AHS0184.pAbO               1          1 0.8493144237
## FASLG                                         1          1 0.4313098171
## EGR1                                          1          1 0.8830540181
## IgM.IGHM.AHS0198.pAbO                         1          1 0.2983186051
## IRF8                                          1          1 2.8338549748
## BIRC3                                         1          1 2.0818654784
## LIF                                           1          1 0.3062951160
## TNFSF14                                       1          1 1.2494542680
## IRF4                                          1          1 0.5391074231
## CD226.CD226.AHS0079.pAbO                      1          1 1.0428619125
## IL13                                          1          1 0.5277945388
## CD26.DPP4.AHS0109.pAbO                        1          1 3.6456881086
## TBX21                                         1          1 0.9572610133
## CD7.CD7.AHS0043.pAbO                          1          1 3.9251551226
## STAT5A                                        1          1 0.3549565417
## CD1D.CD1D.AHS0219.pAbO                        1          1 0.7103497628
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO     1          1 0.3345210331
## ZBED2                                         1          1 0.3025777351
## FOSL1                                         1          1 0.1173531789
## SEMA7A                                        1          1 0.1427770095
## IL3                                           1          1 0.5191517657
## JUN                                           1          1 0.3734815557
## C10orf54                                      1          1 0.2726669377
## CD314.KLRK1.AHS0065.pAbO                      1          1 1.6238258987
## LTA                                           1          1 0.2573741532
## CD215.IL15RA.AHS0212.pAbO                     1          1 0.7612330869
## BACH2                                         1          1 0.1374554828
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO            1          1 0.7117814033
## CD80                                          1          1 0.1726484520
## KIAA0101                                      1          1 0.5604721018
## CD22.CD22.AHS0195.pAbO                        1          1 0.1677196597
## CD14.MPHIP9.CD14.AHS0037.pAbO                 1          1 0.1429013639
## FTH1                                          1          1 0.1192141116
## JUNB                                          1          1 0.0666490845
## CD45RO.PTPRC.AHS0036.pAbO                     1          1 0.2447938493
## TYMS                                          1          1 1.3428583022
## CD127.IL7R.AHS0028.pAbO                       1          1 0.3319724414
## TNFRSF8                                       1          1 0.0895964838
## CD40LG                                        1          1 0.1016925473
## CD38.HIT2.CD38.AHS0022.pAbO                   1          1 2.5985619407
## CD9                                           1          1 0.1514049221
## TK1                                           1          1 0.3330690849
## CD69                                          1          1 1.8025379032
## IL4                                           1          1 0.1530507945
## CD5.UCHT2.CD5.AHS0047.pAbO                    1          1 0.1028466397
## FN1                                           1          1 0.1460782660
## CD34.581.CD34.AHS0061.pAbO                    1          1 0.1992384730
## TNFRSF1B                                      1          1 0.3773068515
## LAIR2                                         1          1 0.2230245619
## CD39.ENTPD1.AHS0006.pAbO                      1          1 1.8215901973
## CD45RA.HI100.PTPRC.AHS0009.pAbO               1          1 1.1093069482
## CD70                                          1          1 0.7605432744
## AURKB                                         1          1 0.3551642490
## CD25.2A3.IL2RA.AHS0026.pAbO                   1          1 0.2770162292
## CD27.L128.CD27.AHS0249.pAbO                   1          1 0.0769003502
## CCNB1                                         1          1 0.1998597311
## CD40.CD40.AHS0117.pAbO                        1          1 0.0159017679
## MCM4                                          1          1 0.2998400780
## UBE2C                                         1          1 0.2700427404
## PTTG2                                         1          1 0.2317297673
## CD19.SJ25C1.CD19.AHS0030.pAbO                 1          1 0.1440567535
## CD274                                         1          1 0.0306273577
## DUSP4                                         1          1 0.5970293145
## MGST1                                         1          1 0.0993055373
## IL1RN                                         1          1 0.0355350542
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO           1          1 0.1354897059
## IL15RA                                        1          1 0.1278671563
## MZB1                                          1          1 0.3290171910
## IL2                                           1          1 0.0483423141
## CD72                                          1          1 0.0247400571
## IL1RL1                                        1          1 0.0461572851
## MKI67                                         1          1 0.0495008732
## IL3RA                                         1          1 0.0431891035
## IGKC                                          1          1 0.0481513393
## IL6                                           1          1 0.0283235795
## FOXP1                                         1          1 0.0205772048
## CXCL8                                         1          1 0.0244060073
## AIM2                                          1          1 0.0210452438
## IgD.IGHD.AHS0058.pAbO                         1          1 0.0875835333
## IL1B                                          1          1 0.0187188133
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO              1          1 2.9859201564
## TNFRSF9                                       1          1 0.0133548805
## GATA3                                         1          1 0.0125692646
## TMEM97                                        1          1 0.2244296016
## CLEC2D                                        1          1 0.0835855199
## SELL                                          1          1 0.0381596840
## RORC                                          1          1 0.0415081024
## CD200                                         1          1 0.0045613656
## POU2AF1                                       1          1 0.0031264093
## FUT4                                          1          1 0.0418984716
## TOP2A                                         1          1 0.5421161744
## BCL6                                          1          1 0.0097396475
## LAMP3                                         1          1 0.0096076411
## CCL20                                         1          1 0.0059952487
## PYCR1                                         1          1 0.0341969751
## QPCT                                          1          1 0.0163480879
## ZBTB16                                        1          1 0.0395447879
## IL31                                          1          1 0.0028345117
## IL6R                                          1          1 0.0013141248
## CXCL5                                         1          1 0.0331342253
## CD79A                                         1          1 0.0024163025
## NT5E                                          1          1 0.0030969427
## CD21.B.LY4.CR2.AHS0074.pAbO                   1          1 0.0495587355
## LILRB4                                        1          1 0.0011360506
## CD24                                          1          1 0.0026764241
## PAX5                                          1          1 0.0012070958
## CLEC4D                                        1          1 0.0004463700
## IL9R                                          1          1 0.0033292653
## IL5                                           1          1 0.0106828996
## CCL2                                          1          1 0.0020742769
## SLAMF1                                        1          1 0.0016486907
## SLC25A37                                      1          1 0.0035658870
## CD163                                         1          1 0.0004533183
## CD36                                          1          1 0.0004500586
## CLEC4E                                        1          1 0.0002832218
## CMKLR1                                        1          1 0.0008264295
## IL1R2                                         1          1 0.0005148838
## CTSG                                          1          1 0.0035438741
## THBD                                          1          1 0.0007265211
## ARG1                                          1          1 0.0003148666
## MITF                                          1          1 0.0002146362
## TLR7                                          1          1 0.0006926537
## RNASE2                                        1          1 0.0002997204
## SPP1                                          1          1 0.0002073142
## CSF3                                          1          1 0.0004033137
## IL22                                          1          1 0.0053535641
## S100A9                                        1          1 0.0011942468
## TREM1                                         1          1 0.0004586869
## SLC7A7                                        1          1 0.0005052394
## TNFRSF25                                      1          1 0.0033682878
## HLA.DRB3                                      1          1 0.0006710571
## CXCL10                                        1          1 0.0008296917
## CD28                                          1          1 0.0008282894
## VSIG4                                         1          1 0.0003470684
## LY86                                          1          1 0.0005052394
## ZAP70                                         1          1 0.0060893428
## IL12A                                         1          1 0.0011751173
## ALAS2                                         1          1 0.0000000000
## AOC3                                          1          1 0.0000000000
## APOE                                          1          1 0.0000000000
## AQP9                                          1          1 0.0000000000
## BLK                                           1          1 0.0000000000
## BLNK                                          1          1 0.0000000000
## BPI                                           1          1 0.0000000000
## C1QA                                          1          1 0.0000000000
## C1QB                                          1          1 0.0000000000
## CCL13                                         1          1 0.0000000000
## CCL17                                         1          1 0.0000000000
## CCL19                                         1          1 0.0000000000
## CCR9                                          1          1 0.0000000000
## CD1B                                          1          1 0.0000000000
## CD1C                                          1          1 0.0000000000
## CD209                                         1          1 0.0000000000
## CD34                                          1          1 0.0000000000
## CEACAM8                                       1          1 0.0000000000
## CHI3L1                                        1          1 0.0000000000
## CLC                                           1          1 0.0000000000
## CLEC10A                                       1          1 0.0000000000
## CNTNAP3                                       1          1 0.0000000000
## CPA3                                          1          1 0.0000000000
## CR2                                           1          1 0.0000000000
## CXCL1                                         1          1 0.0000000000
## CXCL11                                        1          1 0.0000000000
## CXCL13                                        1          1 0.0000000000
## CXCL3                                         1          1 0.0000000000
## DEFA3                                         1          1 0.0000000000
## DEFA4                                         1          1 0.0000000000
## EBF1                                          1          1 0.0000000000
## ELANE                                         1          1 0.0000000000
## EPX                                           1          1 0.0000000000
## F13A1                                         1          1 0.0000000000
## F5                                            1          1 0.0000000000
## FAM129C                                       1          1 0.0000000000
## FCER1A                                        1          1 0.0000000000
## FCER2                                         1          1 0.0000000000
## FCN1                                          1          1 0.0000000000
## FLT3                                          1          1 0.0000000000
## GHR                                           1          1 0.0000000000
## IFNA1                                         1          1 0.0000000000
## IGHD_membrane                                 1          1 0.0000000000
## IGHE_secreted                                 1          1 0.0000000000
## IGHG1_membrane                                1          1 0.0000000000
## IGHG1_secreted                                1          1 0.0000000000
## IGHG2_secreted                                1          1 0.0000000000
## IGHG3_secreted                                1          1 0.0000000000
## IGHG4_secreted                                1          1 0.0000000000
## IGLC3                                         1          1 0.0000000000
## IL17A                                         1          1 0.0000000000
## IL21                                          1          1 0.0000000000
## IL25                                          1          1 0.0000000000
## IL33                                          1          1 0.0000000000
## IL9                                           1          1 0.0000000000
## JCHAIN                                        1          1 0.0000000000
## LRRC32                                        1          1 0.0000000000
## MME                                           1          1 0.0000000000
## MMP12                                         1          1 0.0000000000
## MS4A1                                         1          1 0.0000000000
## S100A12                                       1          1 0.0000000000
## TCL1A                                         1          1 0.0000000000
## TNFRSF17                                      1          1 0.0000000000
## TPSAB1                                        1          1 0.0000000000
## VPREB3                                        1          1 0.0000000000
## AZU1                                          1          1 0.0000000000
## CD40                                          1          1 0.0000000000
## TLR8                                          1          1 0.0000000000
## TNFRSF13C                                     1          1 0.0000000000
## NRP1                                          1          1 0.0107344354
## CD22                                          1          1 0.0000000000
## GZMM                                          1          1 0.0000000000
## MMP9                                          1          1 0.0000000000
## PI3                                           1          1 0.0000000000
## CCR4                                          1          1 0.0000000000
## CD4                                           1          1 0.0000000000
## CCR10                                         1          1 0.0000000000
## IL17F                                         1          1 0.0000000000
## BTLA                                          1          1 0.0000000000
## CCL22                                         1          1 0.0000000000
## KCNE3                                         1          1 0.0000000000
## PDCD1                                         1          1 0.0000000000
## TGFBI                                         1          1 0.0005335839
## CXCL2                                         1          1 0.0000000000
## IER5                                          1          1 0.0099011641
## CXCL9                                         1          1 0.0000000000
## TNFRSF18                                      1          1 0.0006090855
## HMMR                                          1          1 0.1426268655
## CXCR2                                         1          1 0.0000000000
## IGHA1_secreted                                1          1 0.0000000000
## ADGRE1                                        1          1 0.0000000000
## VMO1                                          1          1 0.0000000000
## CXCR5                                         1          1 0.0002464744
## TGFB1                                         1          1 0.0057603369
## IGHM_secreted                                 1          1 0.0000000000
## CXCR1                                         1          1 0.0000000000
## CD1A                                          1          1 0.0009761392
## CD14                                          1          1 0.0000000000
## TNFRSF4                                       1          1 0.0000000000
## TLR9                                          1          1 0.0000000000
## CCR7                                          1          1 0.0012285334
## CXCL16                                        1          1 0.0104545174
## TCF7                                          1          1 0.0000000000
## TGFB3                                         1          1 0.0000000000
## TLR2                                          1          1 0.0021417746
## TCF4                                          1          1 0.0007185753
## LTB                                           1          1 0.0039009422
## CD5                                           1          1 0.0008903105
## IGHM_membrane                                 1          1 0.0006293192
## CMTM2                                         1          1 0.0049105384
## SNCA                                          1          1 0.0182073109
## CD27                                          1          1 0.0009344668
## TNFSF13                                       1          1 0.0137207324
## B3GAT1                                        1          1 0.0063233507
## CD3G                                          1          1 0.0049310311
## THBS1                                         1          1 0.0180598065
## CD160                                         1          1 0.0280543573
## IL12RB1                                       1          1 0.0478266413
## RNASE6                                        1          1 0.0109602596
## ZNF683                                        1          1 0.0112680932
## IKZF2                                         1          1 0.0404167597
## STAT6                                         1          1 0.0093385966
## TSPAN32                                       1          1 0.0198144897
## PTGDR2                                        1          1 0.0053104214
## GIMAP7                                        1          1 0.0048705889
## CD79B                                         1          1 0.0081426278
## CTSD                                          1          1 0.0808997654
## CD6                                           1          1 0.0015354578
## CD3.SK7.CD3E.AHS0033.pAbO                     1          1 0.1290506163
## CCR8                                          1          1 0.0031712898
## CTLA4                                         1          1 0.0417932908
## ATF6B                                         1          1 0.0239596902
## ADGRG3                                        1          1 0.0206850271
## CD103.ITGAE.AHS0001.pAbO                      1          1 0.0692344411
## CX3CR1                                        1          1 0.0206353193
## PECAM1                                        1          1 0.1408203914
## CD8B                                          1          1 0.0070016994
## CD3D                                          1          1 0.1087193930
## CCR3                                          1          1 0.0041490585
## VEGFA                                         1          1 0.1614817061
## KLRC4                                         1          1 0.0185589672
## S1PR1                                         1          1 0.0222580316
## LGALS9                                        1          1 0.0244087048
## MCM2                                          1          1 0.3918321828
## CD38                                          1          1 0.0448107051
## TNFSF13B                                      1          1 0.0281659567
## PMCH                                          1          1 0.1692708674
## CD86                                          1          1 0.1769534230
## OAS1                                          1          1 0.0481756870
## CD8.SK1.CD8A.AHS0228.pAbO                     1          1 0.4477480727
## CX3CR1.CX3CR1.AHS0125.pAbO                    1          1 0.0535759282
## KDELR1                                        1          1 0.0226248369
## IL18                                          1          1 0.0512830740
## IL15                                          1          1 0.0460132552
## EOMES                                         1          1 0.0142516357
## NCAM1                                         1          1 0.0176725869
## CHI3L2                                        1          1 0.0232675847
## BCL11B                                        1          1 0.0500818295
## CXCR3                                         1          1 0.1533450978
## CD28.CD28.2.CD28.AHS0024.pAbO                 1          1 0.1407210144
## CD33                                          1          1 0.1227225361
## HLA.DRA                                       1          1 0.6077657539
## FOXP3                                         1          1 0.0161647859
## LAG3                                          1          1 0.0166075379
## GAB2                                          1          1 0.0951198621
## IL2RA                                         1          1 2.0088893610
## PASK                                          1          1 0.0558323518
## FBXO22                                        1          1 0.1022134025
## STAT1                                         1          1 0.0889128709
## CD7                                           1          1 0.1482488281
## CD2.CD2.AHS0029.pAbO                          1          1 3.5185263170
## KLRC3                                         1          1 0.3415375758
## LGALS3                                        1          1 0.5081566827
## CD33.WM53.CD33.AHS0044.pAbO                   1          1 0.2967249814
## CD95.FAS.AHS0023.pAbO                         1          1 2.8787583150
## RORA                                          1          1 0.0575435099
## CD8A                                          1          1 0.1922984621
## TRAT1                                         1          1 0.0796300679
## HLA.DQA1                                      1          1 0.2673396869
## CCR7.CCR7.AHS0273.pAbO                        1          1 0.2936496994
## IL7R                                          1          1 0.0484883820
## HLA.DQB1                                      1          1 0.2747579486
## FOXO3                                         1          1 0.0673704834
## IL12RB2                                       1          1 0.4889817604
## KLRG1                                         1          1 0.0340346004
## GLG1                                          1          1 0.0668810340
## ITK                                           1          1 1.1416366362
## CD44                                          1          1 1.4999636899
## TNFSF8                                        1          1 0.0457636514
## ICOS                                          1          1 0.2387586944
## CBLB                                          1          1 0.2075772162
## PSEN1                                         1          1 0.1064358030
## TIAF1                                         1          1 0.1125405783
## YBX3                                          1          1 0.4025035286
## HLA.DMB                                       1          1 0.1849342269
## HLA.DPB1                                      1          1 0.4118570566
## DUSP1                                         1          1 0.1841107289
## GNAI2                                         1          1 0.2341443163
## IgG.IGHG1_2_3_4.AHS0059.pAbO                  1          1 1.3283129300
## GZMH                                          1          1 0.1347397097
## STAT3                                         1          1 0.1985873548
## CD18.ITGB2.AHS0091.pAbO                       1          1 4.1613662988
## PDIA4                                         1          1 0.3179127124
## Tim3.HAVCR2.AHS0016.pAbO                      1          1 1.9879163788
## ITGAX                                         1          1 0.8969338623
## FOXO1                                         1          1 0.0883631633
## CCR1                                          1          1 0.0778786469
## LEF1                                          1          1 0.1576708836
## RGS1                                          1          1 0.6309378047
## CCR6                                          1          1 0.0621146143
## SPOCK2                                        1          1 0.0688289331
## CNOT2                                         1          1 0.5966670116
## TRIB2                                         1          1 0.2592365599
## CD102.ICAM2.AHS0155.pAbO                      1          1 0.3354793440
## PCNA                                          1          1 1.0850458717
## HMGB2                                         1          1 0.7524646433
## ANXA5                                         1          1 1.1804444380
## NINJ2                                         1          1 0.3017564722
## IFITM3                                        1          1 0.9685398987
## TARP_refseq                                   1          1 0.7167277468
## IL4R                                          1          1 0.7391582540
## CD300A                                        1          1 0.3571473552
## FAS                                           1          1 0.4673731912
## TIGIT                                         1          1 0.3178993996
## IGBP1                                         1          1 0.3336776444
## IL23R                                         1          1 0.2093856964
## VNN2                                          1          1 0.1261084314
## KIT                                           1          1 0.2559124851
## KIR2DL1                                       1          1 0.5535014582
## HLA.DPA1                                      1          1 0.6345248858
## IL18RAP                                       1          1 0.5632562596
## HLA.DMA                                       1          1 0.3875932670
## FAM65B                                        1          1 0.1026373136
## LAT                                           1          1 0.2104835128
## CD161.DX12.KLRB1.AHS0002.pAbO                 1          1 0.4010973460
## CCR5                                          1          1 0.1429533190
## ITGAL                                         1          1 0.2114661488
## DPP4                                          1          1 0.3597276116
## VPS28                                         1          1 0.2790443834
## CD279.EH12.1.PDCD1.AHS0014.pAbO               1          1 0.3950811726
## ADA                                           1          1 0.6534491990
## GIMAP5                                        1          1 0.0837897065
## CCR2                                          1          1 0.0451535969
## TRAC                                          1          1 0.2055605913
## CXCR6                                         1          1 0.2473046620
## LAT2                                          1          1 0.3506755675
## ITGAE                                         1          1 0.4688017927
## FYB                                           1          1 0.2601525478
## IFNGR1                                        1          1 0.3781729680
## PRDM1                                         1          1 0.8384914920
## CD244                                         1          1 0.2266774960
## NCR3                                          1          1 0.5217343493
## CD94.KLRD1.AHS0085.pAbO                       1          1 1.4977263817
## LIPA                                          1          1 0.5335924047
## PIK3AP1                                       1          1 0.5955399901
## CD3E                                          1          1 0.6411971670
## STAT4                                         1          1 1.1577464221
## ITGAM                                         1          1 0.7108212839
## XBP1                                          1          1 1.1441805863
## PDIA6                                         1          1 0.9460487635
## RPN2                                          1          1 0.9549659056
## BIN2                                          1          1 0.3066670095
## GAPDH                                         1          1 3.2617438357
## IFITM2                                        1          1 1.3430599648
## IKZF1                                         1          1 0.4871474711
## ITGA4                                         1          1 0.3718418269
## CD52                                          1          1 2.2979505547
## LAP3                                          1          1 0.9917564480
## CD74                                          1          1 1.8143742765
## IL18R1                                        1          1 0.5503184341
## BAX                                           1          1 0.4536973276
## CD247                                         1          1 0.5807343717
## LGALS1                                        1          1 4.2429115043
## KLRC1                                         1          1 2.5183932657
## ENTPD1                                        1          1 0.6233647482
## HAVCR2                                        1          1 2.1544860884
## GZMA                                          1          1 4.8865113945
## BCL2                                          1          1 0.4115129149
## CCL5                                          1          1 3.0692748206
## GIMAP2                                        1          1 0.1515785694
## LYN                                           1          1 0.6996988837
## KLRF1                                         1          1 0.5809819563
## RUNX3                                         1          1 1.0526301104
## IL32                                          1          1 3.3883445708
## CASP3                                         1          1 0.7227179345
## ITGB2                                         1          1 0.8672594386
## FYN                                           1          1 1.3816839108
## APOBEC3G                                      1          1 1.4075017633
## GNLY                                          1          1 5.3639309804
## PIK3IP1                                       1          1 0.1075453678
## CCND2                                         1          1 1.5826255712
## CD37                                          1          1 0.5333190293
## CD335.NCR1.AHS0068.pAbO                       1          1 0.5528050049
## FCER1G                                        1          1 2.9841909084
## TNFSF10                                       1          1 2.7630437354
## S100A10                                       1          1 1.8836011307
## CASP5                                         1          1 0.6551421160
## LCK                                           1          1 0.7235736270
## BTG1                                          1          1 1.8707363560
## KLRB1                                         1          1 0.9717833525
## CD48                                          1          1 1.9904969976
## TRDC                                          1          1 1.2061872076
## CTSW                                          1          1 2.0908340167
## FCGR3A                                        1          1 1.1757972053
## GZMK                                          1          1 1.0324456810
## KLRK1                                         1          1 0.9911399896
## TXK                                           1          1 0.4570080804
## CD2                                           1          1 1.9981505285
## SELPLG                                        1          1 0.5202410438
## LAMP1                                         1          1 1.3925495391
## ARL4C                                         1          1 0.3834809344
## TRBC2                                         1          1 1.9756117970
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO         1          1 0.5553561616
## IL2RB                                         1          1 3.1039669357
## PTPRC                                         1          1 1.3487954665
## DOCK8                                         1          1 1.1336519652
## CST7                                          1          1 2.1305923680
## CD63                                          1          1 2.9900433915
## CXCR4                                         1          1 0.6726874350
## PRF1                                          1          1 3.2413649140
## NKG7                                          1          1 3.1757637079
## HLA.A                                         1          1 3.9360785401
## HLA.C                                         1          1 4.6594651012
##                                           other.average self.detected
## CSF2                                       1.770783e+00  0.9974489796
## IFNG                                       1.691901e+00  0.9738520408
## CCL4                                       4.707255e+00  1.0000000000
## CCL3                                       3.124557e+00  0.9942602041
## XCL1                                       6.541468e-01  0.8737244898
## MYC                                        1.409825e+00  0.9610969388
## IER3                                       3.349708e-01  0.8061224490
## TNF                                        1.831352e+00  0.9757653061
## CD4.SK3.CD4.AHS0032.pAbO                   1.786246e-01  0.9674744898
## ICAM1                                      9.229900e-01  0.9355867347
## BCL2A1                                     6.701344e-01  0.8309948980
## EGR3                                       4.384087e-01  0.7264030612
## CCL1                                       3.923844e-01  0.6530612245
## CD81.CD81.AHS0021.pAbO                     2.441269e+00  1.0000000000
## DUSP2                                      1.336882e+00  0.9113520408
## NAMPT                                      1.144993e+00  0.8960459184
## GZMB                                       5.115770e+00  1.0000000000
## CD69.CD69.AHS0010.pAbO                     2.192988e+00  1.0000000000
## FOSB                                       1.910605e-01  0.4260204082
## CD152.CTLA4.AHS0017.pAbO                   8.855691e-01  1.0000000000
## CD11b.ICRF44.ITGAM.AHS0184.pAbO            6.772857e-01  0.9980867347
## FASLG                                      2.333079e-01  0.4923469388
## EGR1                                       3.865506e-01  0.4719387755
## IgM.IGHM.AHS0198.pAbO                      2.477536e-01  0.9821428571
## IRF8                                       2.359116e+00  0.9770408163
## BIRC3                                      1.633089e+00  0.9413265306
## LIF                                        1.052461e-01  0.3144132653
## TNFSF14                                    9.094087e-01  0.8163265306
## IRF4                                       3.313157e-01  0.4700255102
## CD226.CD226.AHS0079.pAbO                   8.757511e-01  0.9987244898
## IL13                                       1.144097e-01  0.2716836735
## CD26.DPP4.AHS0109.pAbO                     3.495464e+00  1.0000000000
## TBX21                                      6.874935e-01  0.7404336735
## CD7.CD7.AHS0043.pAbO                       3.734559e+00  1.0000000000
## STAT5A                                     2.404656e-01  0.4056122449
## CD1D.CD1D.AHS0219.pAbO                     6.607762e-01  0.9987244898
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO  3.047402e-01  0.9802295918
## ZBED2                                      8.762551e-02  0.2200255102
## FOSL1                                      3.144085e-02  0.1811224490
## SEMA7A                                     5.750448e-02  0.2059948980
## IL3                                        8.960692e-02  0.2091836735
## JUN                                        3.006082e-01  0.4139030612
## C10orf54                                   2.074945e-01  0.3399234694
## CD314.KLRK1.AHS0065.pAbO                   1.505728e+00  1.0000000000
## LTA                                        1.648911e-01  0.2570153061
## CD215.IL15RA.AHS0212.pAbO                  7.234506e-01  0.9993622449
## BACH2                                      7.844605e-02  0.1811224490
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO         6.634969e-01  0.9980867347
## CD80                                       1.450121e-01  0.2264030612
## KIAA0101                                   5.557086e-01  0.4534438776
## CD22.CD22.AHS0195.pAbO                     1.555359e-01  0.9170918367
## CD14.MPHIP9.CD14.AHS0037.pAbO              1.330982e-01  0.8832908163
## FTH1                                       1.076698e-01  0.1843112245
## JUNB                                       3.637093e-02  0.1071428571
## CD45RO.PTPRC.AHS0036.pAbO                  2.284224e-01  0.9036989796
## TYMS                                       1.313716e+00  0.6798469388
## CD127.IL7R.AHS0028.pAbO                    3.194747e-01  0.9872448980
## TNFRSF8                                    6.708363e-02  0.1250000000
## CD40LG                                     5.258185e-02  0.1090561224
## CD38.HIT2.CD38.AHS0022.pAbO                2.533227e+00  1.0000000000
## CD9                                        1.347255e-01  0.1753826531
## TK1                                        3.533005e-01  0.3233418367
## CD69                                       1.577488e+00  0.8367346939
## IL4                                        4.671910e-02  0.0848214286
## CD5.UCHT2.CD5.AHS0047.pAbO                 1.079137e-01  0.7627551020
## FN1                                        1.397912e-01  0.1479591837
## CD34.581.CD34.AHS0061.pAbO                 1.897364e-01  0.9394132653
## TNFRSF1B                                   4.075063e-01  0.4553571429
## LAIR2                                      2.474187e-01  0.2423469388
## CD39.ENTPD1.AHS0006.pAbO                   1.762198e+00  1.0000000000
## CD45RA.HI100.PTPRC.AHS0009.pAbO            1.069567e+00  0.9929846939
## CD70                                       7.691703e-01  0.5790816327
## AURKB                                      4.239449e-01  0.3029336735
## CD25.2A3.IL2RA.AHS0026.pAbO                3.091111e-01  0.9196428571
## CD27.L128.CD27.AHS0249.pAbO                7.694161e-02  0.6938775510
## CCNB1                                      2.560266e-01  0.2315051020
## CD40.CD40.AHS0117.pAbO                     1.362669e-02  0.2251275510
## MCM4                                       3.590635e-01  0.3622448980
## UBE2C                                      3.457555e-01  0.2417091837
## PTTG2                                      2.904332e-01  0.2984693878
## CD19.SJ25C1.CD19.AHS0030.pAbO              1.400676e-01  0.8475765306
## CD274                                      1.978142e-02  0.0484693878
## DUSP4                                      6.387823e-01  0.5822704082
## MGST1                                      1.175713e-01  0.1186224490
## IL1RN                                      1.261544e-02  0.0369897959
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO        1.329163e-01  0.8647959184
## IL15RA                                     1.603206e-01  0.1855867347
## MZB1                                       3.942385e-01  0.3788265306
## IL2                                        7.726279e-03  0.0248724490
## CD72                                       2.360334e-02  0.0414540816
## IL1RL1                                     5.649491e-02  0.0707908163
## MKI67                                      6.418189e-02  0.0822704082
## IL3RA                                      5.365388e-02  0.0605867347
## IGKC                                       6.185020e-02  0.0497448980
## IL6                                        1.180116e-02  0.0223214286
## FOXP1                                      2.062212e-02  0.0318877551
## CXCL8                                      1.122254e-02  0.0178571429
## AIM2                                       2.045504e-02  0.0325255102
## IgD.IGHD.AHS0058.pAbO                      8.716978e-02  0.7391581633
## IL1B                                       3.376942e-03  0.0133928571
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO           2.957247e+00  1.0000000000
## TNFRSF9                                    1.311984e-02  0.0242346939
## GATA3                                      1.224639e-02  0.0197704082
## TMEM97                                     2.958559e-01  0.2908163265
## CLEC2D                                     1.201120e-01  0.1256377551
## SELL                                       5.756513e-02  0.0522959184
## RORC                                       2.822008e-02  0.0223214286
## CD200                                      1.885486e-03  0.0076530612
## POU2AF1                                    4.740510e-04  0.0063775510
## FUT4                                       6.384504e-02  0.0669642857
## TOP2A                                      6.978466e-01  0.3909438776
## BCL6                                       1.399953e-02  0.0165816327
## LAMP3                                      9.411966e-03  0.0133928571
## CCL20                                      3.288620e-03  0.0051020408
## PYCR1                                      5.331105e-02  0.0573979592
## QPCT                                       2.274529e-02  0.0229591837
## ZBTB16                                     6.650721e-02  0.0656887755
## IL31                                       0.000000e+00  0.0025510204
## IL6R                                       0.000000e+00  0.0025510204
## CXCL5                                      5.156669e-02  0.0535714286
## CD79A                                      1.830420e-03  0.0038265306
## NT5E                                       2.778029e-03  0.0044642857
## CD21.B.LY4.CR2.AHS0074.pAbO                4.978659e-02  0.5293367347
## LILRB4                                     7.418764e-05  0.0019132653
## CD24                                       3.244964e-03  0.0038265306
## PAX5                                       1.451143e-03  0.0025510204
## CLEC4D                                     3.077958e-04  0.0012755102
## IL9R                                       4.667754e-03  0.0057397959
## IL5                                        1.490923e-02  0.0076530612
## CCL2                                       5.626444e-04  0.0012755102
## SLAMF1                                     1.657489e-03  0.0025510204
## SLC25A37                                   6.329187e-03  0.0070153061
## CD163                                      0.000000e+00  0.0006377551
## CD36                                       0.000000e+00  0.0006377551
## CLEC4E                                     0.000000e+00  0.0006377551
## CMKLR1                                     0.000000e+00  0.0006377551
## IL1R2                                      0.000000e+00  0.0006377551
## CTSG                                       5.442623e-03  0.0063775510
## THBD                                       8.646374e-05  0.0006377551
## ARG1                                       6.040845e-05  0.0006377551
## MITF                                       1.432023e-04  0.0006377551
## TLR7                                       6.746398e-04  0.0012755102
## RNASE2                                     1.262626e-04  0.0006377551
## SPP1                                       2.348558e-04  0.0006377551
## CSF3                                       1.302746e-04  0.0006377551
## IL22                                       5.046447e-03  0.0025510204
## S100A9                                     1.317741e-03  0.0019132653
## TREM1                                      2.233607e-04  0.0006377551
## SLC7A7                                     4.498938e-04  0.0006377551
## TNFRSF25                                   3.853502e-03  0.0038265306
## HLA.DRB3                                   9.572224e-04  0.0012755102
## CXCL10                                     2.889402e-03  0.0019132653
## CD28                                       1.132077e-03  0.0012755102
## VSIG4                                      3.010410e-04  0.0006377551
## LY86                                       5.628464e-04  0.0006377551
## ZAP70                                      9.604234e-03  0.0095663265
## IL12A                                      2.311411e-03  0.0025510204
## ALAS2                                      0.000000e+00  0.0000000000
## AOC3                                       0.000000e+00  0.0000000000
## APOE                                       0.000000e+00  0.0000000000
## AQP9                                       0.000000e+00  0.0000000000
## BLK                                        0.000000e+00  0.0000000000
## BLNK                                       0.000000e+00  0.0000000000
## BPI                                        0.000000e+00  0.0000000000
## C1QA                                       0.000000e+00  0.0000000000
## C1QB                                       0.000000e+00  0.0000000000
## CCL13                                      0.000000e+00  0.0000000000
## CCL17                                      0.000000e+00  0.0000000000
## CCL19                                      0.000000e+00  0.0000000000
## CCR9                                       0.000000e+00  0.0000000000
## CD1B                                       0.000000e+00  0.0000000000
## CD1C                                       0.000000e+00  0.0000000000
## CD209                                      0.000000e+00  0.0000000000
## CD34                                       0.000000e+00  0.0000000000
## CEACAM8                                    0.000000e+00  0.0000000000
## CHI3L1                                     0.000000e+00  0.0000000000
## CLC                                        0.000000e+00  0.0000000000
## CLEC10A                                    0.000000e+00  0.0000000000
## CNTNAP3                                    0.000000e+00  0.0000000000
## CPA3                                       0.000000e+00  0.0000000000
## CR2                                        0.000000e+00  0.0000000000
## CXCL1                                      0.000000e+00  0.0000000000
## CXCL11                                     0.000000e+00  0.0000000000
## CXCL13                                     0.000000e+00  0.0000000000
## CXCL3                                      0.000000e+00  0.0000000000
## DEFA3                                      0.000000e+00  0.0000000000
## DEFA4                                      0.000000e+00  0.0000000000
## EBF1                                       0.000000e+00  0.0000000000
## ELANE                                      0.000000e+00  0.0000000000
## EPX                                        0.000000e+00  0.0000000000
## F13A1                                      0.000000e+00  0.0000000000
## F5                                         0.000000e+00  0.0000000000
## FAM129C                                    0.000000e+00  0.0000000000
## FCER1A                                     0.000000e+00  0.0000000000
## FCER2                                      0.000000e+00  0.0000000000
## FCN1                                       0.000000e+00  0.0000000000
## FLT3                                       0.000000e+00  0.0000000000
## GHR                                        0.000000e+00  0.0000000000
## IFNA1                                      0.000000e+00  0.0000000000
## IGHD_membrane                              0.000000e+00  0.0000000000
## IGHE_secreted                              0.000000e+00  0.0000000000
## IGHG1_membrane                             0.000000e+00  0.0000000000
## IGHG1_secreted                             0.000000e+00  0.0000000000
## IGHG2_secreted                             0.000000e+00  0.0000000000
## IGHG3_secreted                             0.000000e+00  0.0000000000
## IGHG4_secreted                             0.000000e+00  0.0000000000
## IGLC3                                      0.000000e+00  0.0000000000
## IL17A                                      0.000000e+00  0.0000000000
## IL21                                       0.000000e+00  0.0000000000
## IL25                                       0.000000e+00  0.0000000000
## IL33                                       0.000000e+00  0.0000000000
## IL9                                        0.000000e+00  0.0000000000
## JCHAIN                                     0.000000e+00  0.0000000000
## LRRC32                                     0.000000e+00  0.0000000000
## MME                                        0.000000e+00  0.0000000000
## MMP12                                      0.000000e+00  0.0000000000
## MS4A1                                      0.000000e+00  0.0000000000
## S100A12                                    0.000000e+00  0.0000000000
## TCL1A                                      0.000000e+00  0.0000000000
## TNFRSF17                                   0.000000e+00  0.0000000000
## TPSAB1                                     0.000000e+00  0.0000000000
## VPREB3                                     0.000000e+00  0.0000000000
## AZU1                                       4.654714e-05  0.0000000000
## CD40                                       7.007832e-05  0.0000000000
## TLR8                                       8.561577e-05  0.0000000000
## TNFRSF13C                                  5.432312e-05  0.0000000000
## NRP1                                       1.897316e-02  0.0159438776
## CD22                                       1.390573e-04  0.0000000000
## GZMM                                       1.014486e-04  0.0000000000
## MMP9                                       8.830388e-05  0.0000000000
## PI3                                        1.561012e-04  0.0000000000
## CCR4                                       7.114444e-05  0.0000000000
## CD4                                        1.570709e-04  0.0000000000
## CCR10                                      1.365793e-04  0.0000000000
## IL17F                                      8.899205e-05  0.0000000000
## BTLA                                       2.761167e-04  0.0000000000
## CCL22                                      1.918313e-04  0.0000000000
## KCNE3                                      1.191300e-04  0.0000000000
## PDCD1                                      1.942102e-04  0.0000000000
## TGFBI                                      9.817577e-04  0.0006377551
## CXCL2                                      5.327199e-04  0.0000000000
## IER5                                       1.867317e-02  0.0165816327
## CXCL9                                      4.658886e-04  0.0000000000
## TNFRSF18                                   1.759597e-03  0.0012755102
## HMMR                                       2.246810e-01  0.1721938776
## CXCR2                                      6.936564e-04  0.0000000000
## IGHA1_secreted                             5.873790e-04  0.0000000000
## ADGRE1                                     6.044868e-04  0.0000000000
## VMO1                                       5.505331e-04  0.0000000000
## CXCR5                                      1.450340e-03  0.0006377551
## TGFB1                                      1.168389e-02  0.0095663265
## IGHM_secreted                              7.351848e-04  0.0000000000
## CXCR1                                      9.685812e-04  0.0000000000
## CD1A                                       1.996228e-03  0.0012755102
## CD14                                       8.678808e-04  0.0000000000
## TNFRSF4                                    1.087826e-03  0.0000000000
## TLR9                                       9.496884e-04  0.0000000000
## CCR7                                       6.585367e-03  0.0025510204
## CXCL16                                     1.940483e-02  0.0172193878
## TCF7                                       1.508456e-03  0.0000000000
## TGFB3                                      1.764558e-03  0.0000000000
## TLR2                                       4.282290e-03  0.0019132653
## TCF4                                       3.161285e-03  0.0012755102
## LTB                                        9.480625e-03  0.0070153061
## CD5                                        4.261171e-03  0.0012755102
## IGHM_membrane                              3.730094e-03  0.0006377551
## CMTM2                                      1.223549e-02  0.0076530612
## SNCA                                       3.447806e-02  0.0280612245
## CD27                                       4.961030e-03  0.0012755102
## TNFSF13                                    2.341103e-02  0.0191326531
## B3GAT1                                     1.359941e-02  0.0076530612
## CD3G                                       1.182281e-02  0.0063775510
## THBS1                                      3.285024e-02  0.0216836735
## CD160                                      5.132836e-02  0.0369897959
## IL12RB1                                    7.669354e-02  0.0720663265
## RNASE6                                     2.512027e-02  0.0184948980
## ZNF683                                     2.093859e-02  0.0140306122
## IKZF2                                      7.138772e-02  0.0605867347
## STAT6                                      2.553224e-02  0.0172193878
## TSPAN32                                    4.097657e-02  0.0306122449
## PTGDR2                                     1.897411e-02  0.0057397959
## GIMAP7                                     1.613949e-02  0.0070153061
## CD79B                                      2.390693e-02  0.0114795918
## CTSD                                       1.331236e-01  0.1198979592
## CD6                                        1.616618e-02  0.0025510204
## CD3.SK7.CD3E.AHS0033.pAbO                  1.404642e-01  0.8131377551
## CCR8                                       1.603934e-02  0.0057397959
## CTLA4                                      7.468455e-02  0.0478316327
## ATF6B                                      5.525297e-02  0.0427295918
## ADGRG3                                     4.627488e-02  0.0299744898
## CD103.ITGAE.AHS0001.pAbO                   7.263091e-02  0.6403061224
## CX3CR1                                     5.678985e-02  0.0248724490
## PECAM1                                     2.110605e-01  0.1836734694
## CD8B                                       2.862339e-02  0.0108418367
## CD3D                                       2.020006e-01  0.0854591837
## CCR3                                       2.788992e-02  0.0063775510
## VEGFA                                      2.643863e-01  0.2117346939
## KLRC4                                      5.104691e-02  0.0274234694
## S1PR1                                      7.006786e-02  0.0389030612
## LGALS9                                     5.961194e-02  0.0395408163
## MCM2                                       5.214364e-01  0.4081632653
## CD38                                       8.912682e-02  0.0695153061
## TNFSF13B                                   6.357881e-02  0.0452806122
## PMCH                                       2.893595e-01  0.1326530612
## CD86                                       2.708193e-01  0.2072704082
## OAS1                                       9.900222e-02  0.0739795918
## CD8.SK1.CD8A.AHS0228.pAbO                  5.310803e-01  0.9483418367
## CX3CR1.CX3CR1.AHS0125.pAbO                 5.691702e-02  0.5631377551
## KDELR1                                     5.786494e-02  0.0376275510
## IL18                                       1.042279e-01  0.0739795918
## IL15                                       9.910577e-02  0.0682397959
## EOMES                                      4.424971e-02  0.0204081633
## NCAM1                                      5.535305e-02  0.0293367347
## CHI3L2                                     6.716700e-02  0.0344387755
## BCL11B                                     1.049327e-01  0.0739795918
## CXCR3                                      2.552966e-01  0.2302295918
## CD28.CD28.2.CD28.AHS0024.pAbO              1.467060e-01  0.8705357143
## CD33                                       1.984137e-01  0.1690051020
## HLA.DRA                                    7.950321e-01  0.4897959184
## FOXP3                                      6.780184e-02  0.0216836735
## LAG3                                       5.462495e-02  0.0267857143
## GAB2                                       1.763922e-01  0.1422193878
## IL2RA                                      2.028295e+00  0.9394132653
## PASK                                       1.249372e-01  0.0867346939
## FBXO22                                     1.911685e-01  0.1632653061
## STAT1                                      1.735928e-01  0.1320153061
## CD7                                        2.450817e-01  0.2008928571
## CD2.CD2.AHS0029.pAbO                       3.531743e+00  1.0000000000
## KLRC3                                      4.992820e-01  0.3998724490
## LGALS3                                     6.856231e-01  0.4687500000
## CD33.WM53.CD33.AHS0044.pAbO                3.324176e-01  0.8278061224
## CD95.FAS.AHS0023.pAbO                      2.918069e+00  1.0000000000
## RORA                                       1.423626e-01  0.0829081633
## CD8A                                       3.613619e-01  0.1849489796
## TRAT1                                      1.836844e-01  0.0950255102
## HLA.DQA1                                   4.438180e-01  0.2506377551
## CCR7.CCR7.AHS0273.pAbO                     3.072102e-01  0.9789540816
## IL7R                                       1.985981e-01  0.0535714286
## HLA.DQB1                                   4.436787e-01  0.2965561224
## FOXO3                                      1.705435e-01  0.0994897959
## IL12RB2                                    6.642163e-01  0.5389030612
## KLRG1                                      1.327089e-01  0.0516581633
## GLG1                                       1.717965e-01  0.0982142857
## ITK                                        1.215827e+00  0.8431122449
## CD44                                       1.593238e+00  0.8698979592
## TNFSF8                                     1.589212e-01  0.0580357143
## ICOS                                       3.879839e-01  0.2959183673
## CBLB                                       3.659818e-01  0.2755102041
## PSEN1                                      2.472159e-01  0.1639030612
## TIAF1                                      2.497193e-01  0.1607142857
## YBX3                                       5.854206e-01  0.4451530612
## HLA.DMB                                    3.654123e-01  0.2614795918
## HLA.DPB1                                   6.504917e-01  0.4368622449
## DUSP1                                      3.827468e-01  0.2123724490
## GNAI2                                      4.030415e-01  0.3227040816
## IgG.IGHG1_2_3_4.AHS0059.pAbO               1.435531e+00  1.0000000000
## GZMH                                       3.162564e-01  0.1721938776
## STAT3                                      3.700195e-01  0.2684948980
## CD18.ITGB2.AHS0091.pAbO                    4.255566e+00  1.0000000000
## PDIA4                                      5.099212e-01  0.4107142857
## Tim3.HAVCR2.AHS0016.pAbO                   2.070903e+00  1.0000000000
## ITGAX                                      1.161758e+00  0.7123724490
## FOXO1                                      2.824596e-01  0.1179846939
## CCR1                                       2.426737e-01  0.1090561224
## LEF1                                       4.066832e-01  0.1951530612
## RGS1                                       9.640505e-01  0.4974489796
## CCR6                                       2.661012e-01  0.0860969388
## SPOCK2                                     2.903614e-01  0.0867346939
## CNOT2                                      7.934243e-01  0.6377551020
## TRIB2                                      5.082140e-01  0.3169642857
## CD102.ICAM2.AHS0155.pAbO                   3.943930e-01  0.9585459184
## PCNA                                       1.454653e+00  0.6855867347
## HMGB2                                      1.125296e+00  0.5427295918
## ANXA5                                      1.356178e+00  0.8533163265
## NINJ2                                      5.586873e-01  0.3845663265
## IFITM3                                     1.251574e+00  0.7538265306
## TARP_refseq                                9.396134e-01  0.6441326531
## IL4R                                       9.516835e-01  0.7085459184
## CD300A                                     6.244059e-01  0.4100765306
## FAS                                        7.158060e-01  0.5338010204
## TIGIT                                      6.022125e-01  0.3673469388
## IGBP1                                      5.904476e-01  0.4426020408
## IL23R                                      4.742448e-01  0.2920918367
## VNN2                                       3.792974e-01  0.1779336735
## KIT                                        6.403682e-01  0.2614795918
## KIR2DL1                                    1.034921e+00  0.4655612245
## HLA.DPA1                                   9.551272e-01  0.5943877551
## IL18RAP                                    8.609321e-01  0.5905612245
## HLA.DMA                                    6.981679e-01  0.4623724490
## FAM65B                                     3.704284e-01  0.1371173469
## LAT                                        4.888103e-01  0.2806122449
## CD161.DX12.KLRB1.AHS0002.pAbO              4.822596e-01  0.9789540816
## CCR5                                       4.208798e-01  0.1977040816
## ITGAL                                      4.960264e-01  0.2857142857
## DPP4                                       6.562034e-01  0.4547193878
## VPS28                                      5.641265e-01  0.3737244898
## CD279.EH12.1.PDCD1.AHS0014.pAbO            6.226936e-01  0.9719387755
## ADA                                        9.548380e-01  0.6403061224
## GIMAP5                                     3.709334e-01  0.1192602041
## CCR2                                       3.398473e-01  0.0656887755
## TRAC                                       5.444926e-01  0.2468112245
## CXCR6                                      6.806879e-01  0.2366071429
## LAT2                                       6.819722e-01  0.4145408163
## ITGAE                                      8.088795e-01  0.5127551020
## FYB                                        6.075335e-01  0.3316326531
## IFNGR1                                     7.407710e-01  0.4515306122
## PRDM1                                      1.182012e+00  0.7079081633
## CD244                                      5.738391e-01  0.2895408163
## NCR3                                       9.031260e-01  0.5739795918
## CD94.KLRD1.AHS0085.pAbO                    1.846907e+00  0.9993622449
## LIPA                                       8.781281e-01  0.6084183673
## PIK3AP1                                    1.058249e+00  0.5153061224
## CD3E                                       1.094875e+00  0.5975765306
## STAT4                                      1.470124e+00  0.8520408163
## ITGAM                                      1.079867e+00  0.6945153061
## XBP1                                       1.509060e+00  0.8278061224
## PDIA6                                      1.290978e+00  0.8054846939
## RPN2                                       1.283915e+00  0.8252551020
## BIN2                                       7.134831e-01  0.4030612245
## GAPDH                                      3.598739e+00  0.9974489796
## IFITM2                                     1.765861e+00  0.8794642857
## IKZF1                                      9.278407e-01  0.5261479592
## ITGA4                                      8.605130e-01  0.4349489796
## CD52                                       2.804096e+00  0.9687500000
## LAP3                                       1.385045e+00  0.8252551020
## CD74                                       2.413432e+00  0.9158163265
## IL18R1                                     1.054965e+00  0.5688775510
## BAX                                        9.568067e-01  0.5261479592
## CD247                                      1.070736e+00  0.6090561224
## LGALS1                                     4.826455e+00  1.0000000000
## KLRC1                                      2.977554e+00  0.9751275510
## ENTPD1                                     1.174489e+00  0.5937500000
## HAVCR2                                     2.632479e+00  0.9751275510
## GZMA                                       5.470671e+00  0.9987244898
## BCL2                                       9.700425e-01  0.4630102041
## CCL5                                       3.870905e+00  0.9700255102
## GIMAP2                                     6.748369e-01  0.2066326531
## LYN                                        1.198677e+00  0.6843112245
## KLRF1                                      1.355197e+00  0.5369897959
## RUNX3                                      1.602907e+00  0.8207908163
## IL32                                       4.187459e+00  0.9489795918
## CASP3                                      1.244835e+00  0.6970663265
## ITGB2                                      1.532570e+00  0.7353316327
## FYN                                        2.002315e+00  0.9005102041
## APOBEC3G                                   1.990731e+00  0.9036989796
## GNLY                                       6.086949e+00  1.0000000000
## PIK3IP1                                    9.010558e-01  0.1415816327
## CCND2                                      2.176653e+00  0.9387755102
## CD37                                       1.189085e+00  0.6039540816
## CD335.NCR1.AHS0068.pAbO                    8.642209e-01  0.9904336735
## FCER1G                                     3.643935e+00  0.9891581633
## TNFSF10                                    3.481401e+00  0.9878826531
## S100A10                                    2.474667e+00  0.9655612245
## CASP5                                      1.288607e+00  0.6811224490
## LCK                                        1.444688e+00  0.6817602041
## BTG1                                       2.634391e+00  0.9464285714
## KLRB1                                      2.266462e+00  0.6632653061
## CD48                                       2.695887e+00  0.9636479592
## TRDC                                       2.096781e+00  0.8156887755
## CTSW                                       2.756580e+00  0.9789540816
## FCGR3A                                     2.669901e+00  0.6875000000
## GZMK                                       2.282497e+00  0.7327806122
## KLRK1                                      1.765600e+00  0.8131377551
## TXK                                        1.358053e+00  0.4910714286
## CD2                                        3.083081e+00  0.9381377551
## SELPLG                                     1.523490e+00  0.5153061224
## LAMP1                                      2.171592e+00  0.9298469388
## ARL4C                                      1.360435e+00  0.4164540816
## TRBC2                                      2.760516e+00  0.9808673469
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO      1.328561e+00  0.9987244898
## IL2RB                                      4.088931e+00  0.9974489796
## PTPRC                                      2.228520e+00  0.9202806122
## DOCK8                                      2.070137e+00  0.8718112245
## CST7                                       3.108226e+00  0.9757653061
## CD63                                       3.946055e+00  0.9968112245
## CXCR4                                      2.479211e+00  0.5816326531
## PRF1                                       4.235442e+00  0.9987244898
## NKG7                                       4.327158e+00  0.9929846939
## HLA.A                                      4.894556e+00  1.0000000000
## HLA.C                                      5.703335e+00  1.0000000000
##                                           other.detected mean.logFC.cohen
## CSF2                                        7.518493e-01     2.4690510523
## IFNG                                        7.925843e-01     1.7817971436
## CCL4                                        9.942346e-01     2.0210115699
## CCL3                                        9.261477e-01     1.6323819655
## XCL1                                        3.976202e-01     1.2852179976
## MYC                                         6.463277e-01     1.2977184095
## IER3                                        2.663529e-01     1.2167656096
## TNF                                         7.827030e-01     1.1528330861
## CD4.SK3.CD4.AHS0032.pAbO                    7.927613e-01     0.9118040898
## ICAM1                                       5.703720e-01     1.0397565075
## BCL2A1                                      4.069900e-01     1.0697103782
## EGR3                                        2.262418e-01     1.0038970058
## CCL1                                        2.587854e-01     1.1436935058
## CD81.CD81.AHS0021.pAbO                      1.000000e+00     0.9556028766
## DUSP2                                       5.869517e-01     0.8895825618
## NAMPT                                       6.071566e-01     0.6378771448
## GZMB                                        9.967404e-01     0.5695859768
## CD69.CD69.AHS0010.pAbO                      1.000000e+00     0.4840789533
## FOSB                                        1.344745e-01     0.4827621290
## CD152.CTLA4.AHS0017.pAbO                    9.999225e-01     0.4686166582
## CD11b.ICRF44.ITGAM.AHS0184.pAbO             9.924318e-01     0.4602866144
## FASLG                                       2.018121e-01     0.3957520216
## EGR1                                        2.290336e-01     0.4708594098
## IgM.IGHM.AHS0198.pAbO                       9.597969e-01     0.3538273778
## IRF8                                        8.828280e-01     0.4422915936
## BIRC3                                       7.867210e-01     0.4240387292
## LIF                                         9.396115e-02     0.4614069778
## TNFSF14                                     5.804357e-01     0.3850949729
## IRF4                                        2.287691e-01     0.3325892675
## CD226.CD226.AHS0079.pAbO                    9.921805e-01     0.3849717564
## IL13                                        6.896870e-02     0.5068113938
## CD26.DPP4.AHS0109.pAbO                      1.000000e+00     0.3390966792
## TBX21                                       4.767826e-01     0.3385961052
## CD7.CD7.AHS0043.pAbO                        1.000000e+00     0.2499005539
## STAT5A                                      2.087565e-01     0.2242865527
## CD1D.CD1D.AHS0219.pAbO                      9.984511e-01     0.2731763210
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO   9.798920e-01     0.2060864530
## ZBED2                                       6.413737e-02     0.4007143822
## FOSL1                                       3.295072e-02     0.3684729407
## SEMA7A                                      5.647334e-02     0.3154446959
## IL3                                         7.195850e-02     0.4461899041
## JUN                                         2.327126e-01     0.1370910288
## C10orf54                                    1.770322e-01     0.1424758180
## CD314.KLRK1.AHS0065.pAbO                    9.998150e-01     0.2378057536
## LTA                                         1.335307e-01     0.1907382519
## CD215.IL15RA.AHS0212.pAbO                   9.985515e-01     0.1988133815
## BACH2                                       6.818337e-02     0.1936142687
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO          9.970258e-01     0.1935622717
## CD80                                        1.263908e-01     0.0705188721
## KIAA0101                                    3.146917e-01     0.1248133288
## CD22.CD22.AHS0195.pAbO                      8.776918e-01     0.1302820774
## CD14.MPHIP9.CD14.AHS0037.pAbO               8.338653e-01     0.1074711163
## FTH1                                        1.019107e-01     0.0435159731
## JUNB                                        3.688773e-02     0.1523572982
## CD45RO.PTPRC.AHS0036.pAbO                   8.666433e-01     0.1111882644
## TYMS                                        5.406776e-01     0.0634693453
## CD127.IL7R.AHS0028.pAbO                     9.798547e-01     0.0933148344
## TNFRSF8                                     5.821547e-02     0.1330857129
## CD40LG                                      4.503571e-02     0.1982017613
## CD38.HIT2.CD38.AHS0022.pAbO                 1.000000e+00     0.0808830485
## CD9                                         1.060524e-01     0.0483697170
## TK1                                         2.292664e-01     0.1054213574
## CD69                                        7.509703e-01     0.1746452317
## IL4                                         2.956399e-02     0.2114510320
## CD5.UCHT2.CD5.AHS0047.pAbO                  7.049856e-01    -0.0153446492
## FN1                                         9.112383e-02     0.0641353814
## CD34.581.CD34.AHS0061.pAbO                  9.181706e-01     0.0925955224
## TNFRSF1B                                    3.256601e-01    -0.0421013920
## LAIR2                                       1.747562e-01    -0.0348310669
## CD39.ENTPD1.AHS0006.pAbO                    9.993310e-01     0.0919207165
## CD45RA.HI100.PTPRC.AHS0009.pAbO             9.903904e-01     0.0777660317
## CD70                                        4.487418e-01    -0.0012155596
## AURKB                                       2.272763e-01     0.0729625662
## CD25.2A3.IL2RA.AHS0026.pAbO                 9.116541e-01     0.0234937066
## CD27.L128.CD27.AHS0249.pAbO                 6.388323e-01     0.0096650582
## CCNB1                                       1.692972e-01     0.0308721514
## CD40.CD40.AHS0117.pAbO                      1.822922e-01     0.0730394356
## MCM4                                        2.680918e-01    -0.0467965450
## UBE2C                                       1.854236e-01     0.0945039672
## PTTG2                                       2.284890e-01    -0.0572918917
## CD19.SJ25C1.CD19.AHS0030.pAbO               8.271125e-01     0.0404681672
## CD274                                       1.948167e-02     0.0760445853
## DUSP4                                       4.394270e-01    -0.0577935685
## MGST1                                       8.718788e-02    -0.0041919924
## IL1RN                                       1.193907e-02     0.1261908555
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO         8.378538e-01     0.0320951694
## IL15RA                                      1.485962e-01    -0.0797818531
## MZB1                                        2.982991e-01    -0.0825102421
## IL2                                         5.926871e-03     0.1460780466
## CD72                                        2.252311e-02     0.0233541552
## IL1RL1                                      5.190743e-02    -0.0420667777
## MKI67                                       6.433563e-02     0.0100862028
## IL3RA                                       4.605679e-02    -0.0356931704
## IGKC                                        3.658718e-02     0.0093361999
## IL6                                         1.070379e-02     0.0973196660
## FOXP1                                       2.002522e-02     0.0010558137
## CXCL8                                       6.486885e-03     0.0725564763
## AIM2                                        2.082849e-02     0.0087660948
## IgD.IGHD.AHS0058.pAbO                       7.099739e-01     0.0120745342
## IL1B                                        3.037245e-03     0.1033113615
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO            1.000000e+00     0.0417173158
## TNFRSF9                                     1.492740e-02     0.0434831532
## GATA3                                       1.071219e-02     0.0068551710
## TMEM97                                      2.406512e-01    -0.0892225294
## CLEC2D                                      1.083186e-01    -0.0974661587
## SELL                                        4.397398e-02    -0.0485848473
## RORC                                        1.551020e-02     0.0914664017
## CD200                                       1.678667e-03     0.0625643829
## POU2AF1                                     4.323301e-04     0.0823653846
## FUT4                                        5.821310e-02    -0.0928136854
## TOP2A                                       3.384228e-01    -0.0194950814
## BCL6                                        1.236046e-02    -0.0383135946
## LAMP3                                       9.334335e-03     0.0083777285
## CCL20                                       2.117575e-03     0.0409548047
## PYCR1                                       5.269046e-02    -0.0685055033
## QPCT                                        2.007299e-02    -0.0305303451
## ZBTB16                                      6.015288e-02    -0.1076604936
## IL31                                        0.000000e+00     0.0598233077
## IL6R                                        0.000000e+00     0.0688206843
## CXCL5                                       4.933877e-02    -0.0902217770
## CD79A                                       1.489164e-03     0.0168220052
## NT5E                                        2.140322e-03     0.0210275027
## CD21.B.LY4.CR2.AHS0074.pAbO                 5.102028e-01    -0.0009548340
## LILRB4                                      1.007049e-04     0.0553163829
## CD24                                        2.820835e-03    -0.0067962988
## PAX5                                        1.625911e-03     0.0043812902
## CLEC4D                                      3.563886e-04     0.0254955645
## IL9R                                        4.829884e-03    -0.0068966768
## IL5                                         6.823060e-03    -0.0042226652
## CCL2                                        5.414024e-04     0.0296923024
## SLAMF1                                      1.844201e-03     0.0064833387
## SLC25A37                                    6.316681e-03    -0.0398020354
## CD163                                       0.000000e+00     0.0357142857
## CD36                                        0.000000e+00     0.0357142857
## CLEC4E                                      0.000000e+00     0.0357142857
## CMKLR1                                      0.000000e+00     0.0357142857
## IL1R2                                       0.000000e+00     0.0357142857
## CTSG                                        5.712628e-03     0.0038296957
## THBD                                        7.748935e-05     0.0308704907
## ARG1                                        7.748935e-05     0.0287548876
## MITF                                        7.748935e-05     0.0247752047
## TLR7                                        7.400555e-04     0.0275879912
## RNASE2                                      1.781943e-04     0.0210295856
## SPP1                                        1.781943e-04     0.0142082622
## CSF3                                        1.850139e-04     0.0259451536
## IL22                                        2.100566e-03     0.0140885602
## S100A9                                      1.557460e-03    -0.0012549484
## TREM1                                       2.841710e-04     0.0194163207
## SLC7A7                                      3.754976e-04     0.0118143516
## TNFRSF25                                    3.589517e-03     0.0132978101
## HLA.DRB3                                    1.056692e-03    -0.0023696150
## CXCL10                                      1.706982e-03    -0.0274939635
## CD28                                        1.090637e-03     0.0007620951
## VSIG4                                       4.639131e-04     0.0107791893
## LY86                                        4.678351e-04     0.0009601815
## ZAP70                                       9.390249e-03    -0.0372077731
## IL12A                                       2.459855e-03    -0.0129383096
## ALAS2                                       0.000000e+00     0.0000000000
## AOC3                                        0.000000e+00     0.0000000000
## APOE                                        0.000000e+00     0.0000000000
## AQP9                                        0.000000e+00     0.0000000000
## BLK                                         0.000000e+00     0.0000000000
## BLNK                                        0.000000e+00     0.0000000000
## BPI                                         0.000000e+00     0.0000000000
## C1QA                                        0.000000e+00     0.0000000000
## C1QB                                        0.000000e+00     0.0000000000
## CCL13                                       0.000000e+00     0.0000000000
## CCL17                                       0.000000e+00     0.0000000000
## CCL19                                       0.000000e+00     0.0000000000
## CCR9                                        0.000000e+00     0.0000000000
## CD1B                                        0.000000e+00     0.0000000000
## CD1C                                        0.000000e+00     0.0000000000
## CD209                                       0.000000e+00     0.0000000000
## CD34                                        0.000000e+00     0.0000000000
## CEACAM8                                     0.000000e+00     0.0000000000
## CHI3L1                                      0.000000e+00     0.0000000000
## CLC                                         0.000000e+00     0.0000000000
## CLEC10A                                     0.000000e+00     0.0000000000
## CNTNAP3                                     0.000000e+00     0.0000000000
## CPA3                                        0.000000e+00     0.0000000000
## CR2                                         0.000000e+00     0.0000000000
## CXCL1                                       0.000000e+00     0.0000000000
## CXCL11                                      0.000000e+00     0.0000000000
## CXCL13                                      0.000000e+00     0.0000000000
## CXCL3                                       0.000000e+00     0.0000000000
## DEFA3                                       0.000000e+00     0.0000000000
## DEFA4                                       0.000000e+00     0.0000000000
## EBF1                                        0.000000e+00     0.0000000000
## ELANE                                       0.000000e+00     0.0000000000
## EPX                                         0.000000e+00     0.0000000000
## F13A1                                       0.000000e+00     0.0000000000
## F5                                          0.000000e+00     0.0000000000
## FAM129C                                     0.000000e+00     0.0000000000
## FCER1A                                      0.000000e+00     0.0000000000
## FCER2                                       0.000000e+00     0.0000000000
## FCN1                                        0.000000e+00     0.0000000000
## FLT3                                        0.000000e+00     0.0000000000
## GHR                                         0.000000e+00     0.0000000000
## IFNA1                                       0.000000e+00     0.0000000000
## IGHD_membrane                               0.000000e+00     0.0000000000
## IGHE_secreted                               0.000000e+00     0.0000000000
## IGHG1_membrane                              0.000000e+00     0.0000000000
## IGHG1_secreted                              0.000000e+00     0.0000000000
## IGHG2_secreted                              0.000000e+00     0.0000000000
## IGHG3_secreted                              0.000000e+00     0.0000000000
## IGHG4_secreted                              0.000000e+00     0.0000000000
## IGLC3                                       0.000000e+00     0.0000000000
## IL17A                                       0.000000e+00     0.0000000000
## IL21                                        0.000000e+00     0.0000000000
## IL25                                        0.000000e+00     0.0000000000
## IL33                                        0.000000e+00     0.0000000000
## IL9                                         0.000000e+00     0.0000000000
## JCHAIN                                      0.000000e+00     0.0000000000
## LRRC32                                      0.000000e+00     0.0000000000
## MME                                         0.000000e+00     0.0000000000
## MMP12                                       0.000000e+00     0.0000000000
## MS4A1                                       0.000000e+00     0.0000000000
## S100A12                                     0.000000e+00     0.0000000000
## TCL1A                                       0.000000e+00     0.0000000000
## TNFRSF17                                    0.000000e+00     0.0000000000
## TPSAB1                                      0.000000e+00     0.0000000000
## VPREB3                                      0.000000e+00     0.0000000000
## AZU1                                        7.748935e-05    -0.0055673816
## CD40                                        7.748935e-05    -0.0055673816
## TLR8                                        7.748935e-05    -0.0055673816
## TNFRSF13C                                   7.748935e-05    -0.0055673816
## NRP1                                        1.585835e-02    -0.0411979203
## CD22                                        9.915716e-05    -0.0062978461
## GZMM                                        9.915716e-05    -0.0062978461
## MMP9                                        1.129944e-04    -0.0067229265
## PI3                                         1.129944e-04    -0.0067229265
## CCR4                                        1.549787e-04    -0.0078006861
## CD4                                         1.549787e-04    -0.0067231057
## CCR10                                       1.781943e-04    -0.0119141898
## IL17F                                       1.850139e-04    -0.0086026479
## BTLA                                        1.983143e-04    -0.0087651798
## CCL22                                       2.014099e-04    -0.0089626186
## KCNE3                                       2.014099e-04    -0.0088203722
## PDCD1                                       2.014099e-04    -0.0089760342
## TGFBI                                       9.750958e-04    -0.0102993315
## CXCL2                                       4.106623e-04    -0.0154334394
## IER5                                        1.678303e-02    -0.0662742694
## CXCL9                                       4.273986e-04    -0.0182398465
## TNFRSF18                                    1.765505e-03    -0.0276033268
## HMMR                                        1.562000e-01    -0.0399715518
## CXCR2                                       5.234602e-04    -0.0201220828
## IGHA1_secreted                              5.615225e-04    -0.0293037066
## ADGRE1                                      5.779304e-04    -0.0196672164
## VMO1                                        6.421074e-04    -0.0270219078
## CXCR5                                       1.339654e-03    -0.0234892076
## TGFB1                                       1.025746e-02    -0.0595787808
## IGHM_secreted                               7.748935e-04    -0.0165999978
## CXCR1                                       8.068182e-04    -0.0330139366
## CD1A                                        2.171037e-03    -0.0207587827
## CD14                                        9.750958e-04    -0.0376616614
## TNFRSF4                                     1.020990e-03    -0.0387971185
## TLR9                                        1.050013e-03    -0.0275584158
## CCR7                                        3.644492e-03    -0.0203522248
## CXCL16                                      1.812969e-02    -0.0706297567
## TCF7                                        1.206344e-03    -0.0423923315
## TGFB3                                       1.438812e-03    -0.0519157340
## TLR2                                        3.361169e-03    -0.0220793046
## TCF4                                        2.761929e-03    -0.0495372142
## LTB                                         8.503607e-03    -0.0639200232
## CD5                                         2.988669e-03    -0.0315727405
## IGHM_membrane                               3.183200e-03    -0.0244428844
## CMTM2                                       1.031688e-02    -0.0698511073
## SNCA                                        3.027217e-02    -0.0795720473
## CD27                                        4.229722e-03    -0.0424280441
## TNFSF13                                     2.194174e-02    -0.0681517374
## B3GAT1                                      1.078961e-02    -0.0537182447
## CD3G                                        9.647228e-03    -0.0499574119
## THBS1                                       2.507281e-02    -0.0625801416
## CD160                                       4.020373e-02    -0.0409814554
## IL12RB1                                     7.321440e-02    -0.1142118196
## RNASE6                                      2.271857e-02    -0.0909383020
## ZNF683                                      1.869597e-02    -0.0248162179
## IKZF2                                       6.324404e-02    -0.1251416294
## STAT6                                       2.286343e-02    -0.1158910341
## TSPAN32                                     3.626531e-02    -0.1073161411
## PTGDR2                                      1.225515e-02    -0.0498268778
## GIMAP7                                      1.366671e-02    -0.0931813968
## CD79B                                       2.040945e-02    -0.1036090894
## CTSD                                        1.196123e-01    -0.1568761198
## CD6                                         1.234096e-02    -0.1021017853
## CD3.SK7.CD3E.AHS0033.pAbO                   8.055652e-01    -0.0553043479
## CCR8                                        1.586205e-02    -0.0765734088
## CTLA4                                       5.751247e-02    -0.0980116818
## ATF6B                                       5.221124e-02    -0.1603530750
## ADGRG3                                      4.080103e-02    -0.1304795577
## CD103.ITGAE.AHS0001.pAbO                    6.301856e-01    -0.0343437939
## CX3CR1                                      3.649572e-02    -0.1272516706
## PECAM1                                      1.778418e-01    -0.1214728885
## CD8B                                        2.406637e-02    -0.1190080373
## CD3D                                        9.471086e-02    -0.1346952019
## CCR3                                        2.005849e-02    -0.1401149009
## VEGFA                                       1.987693e-01    -0.1944272388
## KLRC4                                       4.167659e-02    -0.1482161899
## S1PR1                                       5.255655e-02    -0.1780998362
## LGALS9                                      5.338408e-02    -0.1565816273
## MCM2                                        3.476265e-01    -0.1474238016
## CD38                                        8.158595e-02    -0.1606229532
## TNFSF13B                                    5.986967e-02    -0.1558330948
## PMCH                                        1.411993e-01    -0.1388658310
## CD86                                        2.010292e-01    -0.1666324315
## OAS1                                        8.607232e-02    -0.1740014679
## CD8.SK1.CD8A.AHS0228.pAbO                   9.158984e-01    -0.1200932899
## CX3CR1.CX3CR1.AHS0125.pAbO                  5.543310e-01    -0.0478990506
## KDELR1                                      5.417014e-02    -0.1713491956
## IL18                                        8.761984e-02    -0.1647563990
## IL15                                        8.315428e-02    -0.1866250590
## EOMES                                       3.940275e-02    -0.1534559072
## NCAM1                                       4.846833e-02    -0.1860419826
## CHI3L2                                      5.404462e-02    -0.1785396340
## BCL11B                                      9.061663e-02    -0.1804506188
## CXCR3                                       2.166122e-01    -0.2355754283
## CD28.CD28.2.CD28.AHS0024.pAbO               8.606883e-01    -0.0439591747
## CD33                                        1.726502e-01    -0.1601865181
## HLA.DRA                                     4.216934e-01    -0.1372026140
## FOXP3                                       4.358347e-02    -0.1852732358
## LAG3                                        4.914096e-02    -0.1402694217
## GAB2                                        1.513735e-01    -0.2173560785
## IL2RA                                       8.543655e-01    -0.0204055449
## PASK                                        1.097016e-01    -0.2215995746
## FBXO22                                      1.721796e-01    -0.2432165704
## STAT1                                       1.481808e-01    -0.2228196182
## CD7                                         2.055218e-01    -0.2151291244
## CD2.CD2.AHS0029.pAbO                        1.000000e+00    -0.0199526569
## KLRC3                                       3.476617e-01    -0.2297425937
## LGALS3                                      4.125465e-01    -0.1794883381
## CD33.WM53.CD33.AHS0044.pAbO                 8.152592e-01    -0.0588768788
## CD95.FAS.AHS0023.pAbO                       1.000000e+00    -0.1037427924
## RORA                                        1.177861e-01    -0.2405758039
## CD8A                                        2.062087e-01    -0.2542962653
## TRAT1                                       1.310613e-01    -0.1941668220
## HLA.DQA1                                    2.621117e-01    -0.1673442548
## CCR7.CCR7.AHS0273.pAbO                      9.760310e-01    -0.0730120788
## IL7R                                        1.036606e-01    -0.2789547545
## HLA.DQB1                                    3.022550e-01    -0.2039715093
## FOXO3                                       1.447069e-01    -0.2880775947
## IL12RB2                                     4.516858e-01    -0.2248510413
## KLRG1                                       1.042468e-01    -0.2755860159
## GLG1                                        1.486861e-01    -0.2951733115
## ITK                                         7.272648e-01    -0.0867181910
## CD44                                        7.773039e-01    -0.0892063224
## TNFSF8                                      1.161969e-01    -0.2700363570
## ICOS                                        3.082577e-01    -0.2741105025
## CBLB                                        2.898523e-01    -0.2937518521
## PSEN1                                       2.049661e-01    -0.3353943137
## TIAF1                                       2.083329e-01    -0.3146569187
## YBX3                                        4.132454e-01    -0.2670966692
## HLA.DMB                                     2.861229e-01    -0.3429856491
## HLA.DPB1                                    4.101494e-01    -0.2839513191
## DUSP1                                       2.584038e-01    -0.3219494529
## GNAI2                                       3.325813e-01    -0.3234051670
## IgG.IGHG1_2_3_4.AHS0059.pAbO                9.992135e-01    -0.1863820875
## GZMH                                        2.292725e-01    -0.3258295703
## STAT3                                       3.000701e-01    -0.3290540594
## CD18.ITGB2.AHS0091.pAbO                     1.000000e+00    -0.1972328412
## PDIA4                                       3.946460e-01    -0.3274850598
## Tim3.HAVCR2.AHS0016.pAbO                    9.996300e-01    -0.1672940390
## ITGAX                                       6.103613e-01    -0.2555411975
## FOXO1                                       2.067828e-01    -0.3768269776
## CCR1                                        2.002261e-01    -0.3916748805
## LEF1                                        2.676411e-01    -0.3904964603
## RGS1                                        4.970973e-01    -0.3009712218
## CCR6                                        1.906239e-01    -0.4154149465
## SPOCK2                                      1.959822e-01    -0.4263710315
## CNOT2                                       5.659881e-01    -0.2799108450
## TRIB2                                       3.701794e-01    -0.3907341614
## CD102.ICAM2.AHS0155.pAbO                    9.665485e-01    -0.2291239177
## PCNA                                        6.609401e-01    -0.2989182101
## HMGB2                                       5.564367e-01    -0.3418614105
## ANXA5                                       7.441007e-01    -0.2223132948
## NINJ2                                       4.119254e-01    -0.4198617874
## IFITM3                                      6.634120e-01    -0.2712261795
## TARP_refseq                                 6.060895e-01    -0.2845589006
## IL4R                                        6.280559e-01    -0.2828179267
## CD300A                                      4.391004e-01    -0.3878629641
## FAS                                         5.083231e-01    -0.3707370492
## TIGIT                                       4.124159e-01    -0.3936666263
## IGBP1                                       4.483274e-01    -0.4251442233
## IL23R                                       3.602275e-01    -0.4613633102
## VNN2                                        2.877250e-01    -0.4851363328
## KIT                                         3.505211e-01    -0.4287019840
## KIR2DL1                                     4.893459e-01    -0.4345743119
## HLA.DPA1                                    5.677956e-01    -0.3667505352
## IL18RAP                                     5.595398e-01    -0.3858941638
## HLA.DMA                                     4.761858e-01    -0.4504805035
## FAM65B                                      2.723154e-01    -0.5067780120
## LAT                                         3.704734e-01    -0.4881064700
## CD161.DX12.KLRB1.AHS0002.pAbO               9.796552e-01    -0.2949526101
## CCR5                                        3.184490e-01    -0.5154071317
## ITGAL                                       3.781682e-01    -0.5000356267
## DPP4                                        4.779125e-01    -0.4652748749
## VPS28                                       4.336705e-01    -0.4833441487
## CD279.EH12.1.PDCD1.AHS0014.pAbO             9.747595e-01    -0.3200428533
## ADA                                         5.998274e-01    -0.3865880205
## GIMAP5                                      2.706041e-01    -0.5501507118
## CCR2                                        2.295027e-01    -0.5663642792
## TRAC                                        3.672272e-01    -0.5155930237
## CXCR6                                       3.709249e-01    -0.5233006537
## LAT2                                        4.785196e-01    -0.4974683476
## ITGAE                                       5.390705e-01    -0.4802984246
## FYB                                         4.332575e-01    -0.5421656509
## IFNGR1                                      5.062572e-01    -0.5187572251
## PRDM1                                       6.872741e-01    -0.3961246655
## CD244                                       4.201885e-01    -0.5670443408
## NCR3                                        5.823572e-01    -0.5140711855
## CD94.KLRD1.AHS0085.pAbO                     9.991825e-01    -0.4315076795
## LIPA                                        5.999434e-01    -0.4992105094
## PIK3AP1                                     5.940668e-01    -0.5036670059
## CD3E                                        6.192560e-01    -0.5292493032
## STAT4                                       8.011538e-01    -0.3771471680
## ITGAM                                       6.728250e-01    -0.4777508409
## XBP1                                        7.968519e-01    -0.4118463295
## PDIA6                                       7.339855e-01    -0.4581043197
## RPN2                                        7.501416e-01    -0.4461868001
## BIN2                                        5.124488e-01    -0.6356401964
## GAPDH                                       9.863527e-01    -0.4720221230
## IFITM2                                      8.114992e-01    -0.4632867798
## IKZF1                                       6.005384e-01    -0.5998888335
## ITGA4                                       5.472542e-01    -0.6677548435
## CD52                                        9.384511e-01    -0.5040459516
## LAP3                                        7.826509e-01    -0.5107247308
## CD74                                        8.931320e-01    -0.5474635471
## IL18R1                                      6.419291e-01    -0.6403332314
## BAX                                         6.081740e-01    -0.6770369109
## CD247                                       6.552376e-01    -0.6349367540
## LGALS1                                      9.984023e-01    -0.5831888773
## KLRC1                                       9.566035e-01    -0.4696313308
## ENTPD1                                      6.650712e-01    -0.6533459515
## HAVCR2                                      9.535788e-01    -0.5324060051
## GZMA                                        9.990833e-01    -0.5933906697
## BCL2                                        6.153233e-01    -0.7496971999
## CCL5                                        9.606676e-01    -0.7518074921
## GIMAP2                                      4.731653e-01    -0.8496387082
## LYN                                         7.276050e-01    -0.6611536765
## KLRF1                                       6.551892e-01    -0.8024695630
## RUNX3                                       8.130728e-01    -0.6381370236
## IL32                                        9.348068e-01    -0.4826000449
## CASP3                                       7.413953e-01    -0.6892562880
## ITGB2                                       7.628096e-01    -0.7691982838
## FYN                                         8.976420e-01    -0.7147591276
## APOBEC3G                                    8.966891e-01    -0.6839137244
## GNLY                                        9.991502e-01    -0.7302169469
## PIK3IP1                                     4.950683e-01    -1.0734320047
## CCND2                                       9.189184e-01    -0.6866723243
## CD37                                        7.133186e-01    -0.8724824293
## CD335.NCR1.AHS0068.pAbO                     9.935669e-01    -0.8866434011
## FCER1G                                      9.873111e-01    -0.7683692708
## TNFSF10                                     9.867979e-01    -0.7809602946
## S100A10                                     9.506531e-01    -0.7411300113
## CASP5                                       7.664589e-01    -0.8461810406
## LCK                                         7.733949e-01    -0.8789766763
## BTG1                                        9.623310e-01    -0.8457617026
## KLRB1                                       8.077202e-01    -1.0453135128
## CD48                                        9.640628e-01    -0.8367232190
## TRDC                                        8.725044e-01    -0.9172912012
## CTSW                                        9.705618e-01    -0.8583126729
## FCGR3A                                      8.139801e-01    -1.2182385213
## GZMK                                        8.298096e-01    -1.1879202913
## KLRK1                                       8.652685e-01    -0.9340613301
## TXK                                         7.385862e-01    -1.1071960140
## CD2                                         9.481350e-01    -1.0630747267
## SELPLG                                      7.834832e-01    -1.2287230698
## LAMP1                                       9.442170e-01    -1.0181221210
## ARL4C                                       7.486804e-01    -1.2403915236
## TRBC2                                       9.804599e-01    -1.0306500942
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO       9.989742e-01    -1.3200940904
## IL2RB                                       9.978327e-01    -1.2338763874
## PTPRC                                       9.479208e-01    -1.1355640461
## DOCK8                                       9.279245e-01    -1.1861637470
## CST7                                        9.797767e-01    -1.2457751775
## CD63                                        9.982166e-01    -1.3981524321
## CXCR4                                       8.554276e-01    -1.8684705889
## PRF1                                        9.985701e-01    -1.5160775262
## NKG7                                        9.955574e-01    -1.6096872803
## HLA.A                                       1.000000e+00    -1.7728706467
## HLA.C                                       1.000000e+00    -1.8538249514
##                                           min.logFC.cohen median.logFC.cohen
## CSF2                                         1.5326162123       2.7035374200
## IFNG                                         1.5141428941       1.8759881295
## CCL4                                         0.1234570876       2.3553737608
## CCL3                                         0.6411864058       1.6825101474
## XCL1                                         0.5889139618       1.3907154613
## MYC                                          0.6243246456       1.1618834550
## IER3                                         0.9311440341       1.0955753901
## TNF                                          0.8574260276       1.1469300625
## CD4.SK3.CD4.AHS0032.pAbO                     0.4628959831       0.8602443749
## ICAM1                                        0.8049346172       1.0558306965
## BCL2A1                                       0.2719100794       1.2327791807
## EGR3                                         0.1438193559       1.2075917288
## CCL1                                         1.0918100241       1.1496949229
## CD81.CD81.AHS0021.pAbO                       0.5211110566       0.9212485019
## DUSP2                                       -0.3398839510       0.6893120479
## NAMPT                                       -0.0707855163       0.6067875142
## GZMB                                         0.0217167854       0.5276346928
## CD69.CD69.AHS0010.pAbO                       0.0915558278       0.4906547636
## FOSB                                         0.2029707218       0.5531431661
## CD152.CTLA4.AHS0017.pAbO                     0.0077452699       0.5171568679
## CD11b.ICRF44.ITGAM.AHS0184.pAbO             -0.0611372445       0.7333687200
## FASLG                                        0.0474428870       0.4341136640
## EGR1                                         0.0878743702       0.5061741195
## IgM.IGHM.AHS0198.pAbO                        0.1193819445       0.4035740152
## IRF8                                        -0.4090244510       0.5678279534
## BIRC3                                        0.2097770602       0.4037679569
## LIF                                          0.1408298164       0.5276374350
## TNFSF14                                      0.2174565667       0.4419878500
## IRF4                                        -0.0416437484       0.4513100175
## CD226.CD226.AHS0079.pAbO                    -0.1293769120       0.4702366190
## IL13                                         0.2778356580       0.4964643440
## CD26.DPP4.AHS0109.pAbO                       0.0604729651       0.4260416763
## TBX21                                        0.1439696757       0.3276537976
## CD7.CD7.AHS0043.pAbO                         0.0196643166       0.1805247284
## STAT5A                                       0.1553187573       0.2133963574
## CD1D.CD1D.AHS0219.pAbO                      -0.1908744180       0.3728000870
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO    0.0098448606       0.2522447420
## ZBED2                                        0.1245945046       0.4805500366
## FOSL1                                        0.2902348349       0.3100856625
## SEMA7A                                       0.0550220213       0.3505906890
## IL3                                          0.4257859680       0.4471075657
## JUN                                         -0.0595173746       0.0951841464
## C10orf54                                     0.0192746507       0.1193885558
## CD314.KLRK1.AHS0065.pAbO                    -0.3213678876       0.1282592675
## LTA                                          0.0277142755       0.1948369233
## CD215.IL15RA.AHS0212.pAbO                   -0.3331466230       0.2593895072
## BACH2                                        0.0395107044       0.2023335215
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO          -0.3598477486       0.4213542991
## CD80                                         0.0108646070       0.0469068459
## KIAA0101                                    -1.4288659336       0.5647456755
## CD22.CD22.AHS0195.pAbO                      -0.1795809960       0.2246060271
## CD14.MPHIP9.CD14.AHS0037.pAbO                0.0006262116       0.0743725301
## FTH1                                        -0.1697205750       0.0736762504
## JUNB                                         0.0819616883       0.1188538405
## CD45RO.PTPRC.AHS0036.pAbO                   -0.1763477207      -0.0681268717
## TYMS                                        -1.7218856117       0.5131755064
## CD127.IL7R.AHS0028.pAbO                     -0.1003348082       0.1229439857
## TNFRSF8                                     -0.1647962039       0.2399087544
## CD40LG                                      -0.1173706691       0.2371108634
## CD38.HIT2.CD38.AHS0022.pAbO                 -0.2507613118      -0.1380925781
## CD9                                         -0.0932417047       0.0434105530
## TK1                                         -1.1076966914       0.4621190446
## CD69                                        -0.1141423748       0.1809776521
## IL4                                          0.1111275418       0.2677627050
## CD5.UCHT2.CD5.AHS0047.pAbO                  -0.1080723220      -0.0345939783
## FN1                                         -0.2452143677       0.0887973923
## CD34.581.CD34.AHS0061.pAbO                  -0.2221589365       0.1574895353
## TNFRSF1B                                    -0.3419593542      -0.0979821132
## LAIR2                                       -0.2161216660      -0.0762948743
## CD39.ENTPD1.AHS0006.pAbO                    -0.1736821272       0.0500833826
## CD45RA.HI100.PTPRC.AHS0009.pAbO             -0.6658394246       0.1922679651
## CD70                                        -0.4167443274      -0.0037046653
## AURKB                                       -1.2909894075       0.3970617806
## CD25.2A3.IL2RA.AHS0026.pAbO                 -0.3260691928       0.1416756892
## CD27.L128.CD27.AHS0249.pAbO                 -0.0831875575       0.0083106652
## CCNB1                                       -0.8909239739       0.2845180015
## CD40.CD40.AHS0117.pAbO                      -0.0394940044       0.0968040070
## MCM4                                        -0.8446485444       0.1741056909
## UBE2C                                       -1.1663427366       0.4035444128
## PTTG2                                       -0.7953486711       0.1966927611
## CD19.SJ25C1.CD19.AHS0030.pAbO               -0.0687761789      -0.0219273509
## CD274                                        0.0202630836       0.0761529441
## DUSP4                                       -0.1620144749      -0.0657148853
## MGST1                                       -0.2575905040       0.1372428824
## IL1RN                                        0.0177110184       0.1333457222
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO         -0.1518076691       0.0849020706
## IL15RA                                      -0.2983507064       0.0250873675
## MZB1                                        -0.5996778803      -0.0227113191
## IL2                                          0.1305145397       0.1518891111
## CD72                                        -0.1182952964       0.0306449158
## IL1RL1                                      -0.1360705581      -0.0218528545
## MKI67                                       -0.5033641963       0.1431356798
## IL3RA                                       -0.1451192363      -0.0289278052
## IGKC                                        -0.2365867797       0.1248988149
## IL6                                          0.0196929589       0.1155233344
## FOXP1                                       -0.0270632871      -0.0180222963
## CXCL8                                        0.0022305504       0.0720684920
## AIM2                                        -0.0736298112      -0.0092263489
## IgD.IGHD.AHS0058.pAbO                       -0.1448541234       0.0699548417
## IL1B                                         0.0868895792       0.1030470655
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO            -0.5379688651       0.1348201251
## TNFRSF9                                     -0.1481412839       0.0931693754
## GATA3                                       -0.0655439520       0.0191566405
## TMEM97                                      -0.6431583892       0.0391370726
## CLEC2D                                      -0.3765622015      -0.1232519323
## SELL                                        -0.1870558228      -0.1232355810
## RORC                                        -0.1832605222       0.1606292039
## CD200                                       -0.0211539124       0.0727084084
## POU2AF1                                      0.0525819697       0.0825899723
## FUT4                                        -0.1934166478      -0.1060563801
## TOP2A                                       -1.4629510914       0.3334284651
## BCL6                                        -0.0558329667      -0.0419281322
## LAMP3                                       -0.0794045765       0.0245469547
## CCL20                                       -0.0540864456       0.0640773546
## PYCR1                                       -0.2863810136      -0.0549006478
## QPCT                                        -0.1216298092      -0.0074811253
## ZBTB16                                      -0.1825017363      -0.1354604485
## IL31                                         0.0598233077       0.0598233077
## IL6R                                         0.0688206843       0.0688206843
## CXCL5                                       -0.1447693038      -0.0903461040
## CD79A                                       -0.0219894533       0.0207490329
## NT5E                                        -0.0398007672       0.0306933092
## CD21.B.LY4.CR2.AHS0074.pAbO                 -0.0877784298       0.0111769301
## LILRB4                                       0.0345904320       0.0604978706
## CD24                                        -0.0344800699      -0.0127393190
## PAX5                                        -0.0487977897       0.0117934072
## CLEC4D                                      -0.0252389812       0.0505139222
## IL9R                                        -0.0956723434       0.0051185001
## IL5                                         -0.0942702125       0.0334094665
## CCL2                                         0.0175271980       0.0244929986
## SLAMF1                                      -0.0339935080       0.0222602286
## SLC25A37                                    -0.0875935168      -0.0287967732
## CD163                                        0.0357142857       0.0357142857
## CD36                                         0.0357142857       0.0357142857
## CLEC4E                                       0.0357142857       0.0357142857
## CMKLR1                                       0.0357142857       0.0357142857
## IL1R2                                        0.0357142857       0.0357142857
## CTSG                                        -0.1384334659       0.0513080350
## THBD                                         0.0114953105       0.0357142857
## ARG1                                         0.0009172950       0.0357142857
## MITF                                        -0.0189811195       0.0357142857
## TLR7                                        -0.0640312572       0.0504928032
## RNASE2                                      -0.0044838015       0.0357142857
## SPP1                                        -0.0219340717       0.0357142857
## CSF3                                        -0.0131313749       0.0357142857
## IL22                                        -0.0549809807       0.0345629579
## S100A9                                      -0.0248323941      -0.0131152823
## TREM1                                       -0.0057179952       0.0357142857
## SLC7A7                                      -0.0255712598       0.0172612978
## TNFRSF25                                    -0.1009819610       0.0342160621
## HLA.DRB3                                    -0.0489778207       0.0003241778
## CXCL10                                      -0.0671786919      -0.0304596520
## CD28                                        -0.0402953572       0.0160432315
## VSIG4                                       -0.0213097376       0.0171244613
## LY86                                        -0.0113406794      -0.0058293126
## ZAP70                                       -0.0734236367      -0.0356360936
## IL12A                                       -0.0900234678      -0.0125692788
## ALAS2                                        0.0000000000       0.0000000000
## AOC3                                         0.0000000000       0.0000000000
## APOE                                         0.0000000000       0.0000000000
## AQP9                                         0.0000000000       0.0000000000
## BLK                                          0.0000000000       0.0000000000
## BLNK                                         0.0000000000       0.0000000000
## BPI                                          0.0000000000       0.0000000000
## C1QA                                         0.0000000000       0.0000000000
## C1QB                                         0.0000000000       0.0000000000
## CCL13                                        0.0000000000       0.0000000000
## CCL17                                        0.0000000000       0.0000000000
## CCL19                                        0.0000000000       0.0000000000
## CCR9                                         0.0000000000       0.0000000000
## CD1B                                         0.0000000000       0.0000000000
## CD1C                                         0.0000000000       0.0000000000
## CD209                                        0.0000000000       0.0000000000
## CD34                                         0.0000000000       0.0000000000
## CEACAM8                                      0.0000000000       0.0000000000
## CHI3L1                                       0.0000000000       0.0000000000
## CLC                                          0.0000000000       0.0000000000
## CLEC10A                                      0.0000000000       0.0000000000
## CNTNAP3                                      0.0000000000       0.0000000000
## CPA3                                         0.0000000000       0.0000000000
## CR2                                          0.0000000000       0.0000000000
## CXCL1                                        0.0000000000       0.0000000000
## CXCL11                                       0.0000000000       0.0000000000
## CXCL13                                       0.0000000000       0.0000000000
## CXCL3                                        0.0000000000       0.0000000000
## DEFA3                                        0.0000000000       0.0000000000
## DEFA4                                        0.0000000000       0.0000000000
## EBF1                                         0.0000000000       0.0000000000
## ELANE                                        0.0000000000       0.0000000000
## EPX                                          0.0000000000       0.0000000000
## F13A1                                        0.0000000000       0.0000000000
## F5                                           0.0000000000       0.0000000000
## FAM129C                                      0.0000000000       0.0000000000
## FCER1A                                       0.0000000000       0.0000000000
## FCER2                                        0.0000000000       0.0000000000
## FCN1                                         0.0000000000       0.0000000000
## FLT3                                         0.0000000000       0.0000000000
## GHR                                          0.0000000000       0.0000000000
## IFNA1                                        0.0000000000       0.0000000000
## IGHD_membrane                                0.0000000000       0.0000000000
## IGHE_secreted                                0.0000000000       0.0000000000
## IGHG1_membrane                               0.0000000000       0.0000000000
## IGHG1_secreted                               0.0000000000       0.0000000000
## IGHG2_secreted                               0.0000000000       0.0000000000
## IGHG3_secreted                               0.0000000000       0.0000000000
## IGHG4_secreted                               0.0000000000       0.0000000000
## IGLC3                                        0.0000000000       0.0000000000
## IL17A                                        0.0000000000       0.0000000000
## IL21                                         0.0000000000       0.0000000000
## IL25                                         0.0000000000       0.0000000000
## IL33                                         0.0000000000       0.0000000000
## IL9                                          0.0000000000       0.0000000000
## JCHAIN                                       0.0000000000       0.0000000000
## LRRC32                                       0.0000000000       0.0000000000
## MME                                          0.0000000000       0.0000000000
## MMP12                                        0.0000000000       0.0000000000
## MS4A1                                        0.0000000000       0.0000000000
## S100A12                                      0.0000000000       0.0000000000
## TCL1A                                        0.0000000000       0.0000000000
## TNFRSF17                                     0.0000000000       0.0000000000
## TPSAB1                                       0.0000000000       0.0000000000
## VPREB3                                       0.0000000000       0.0000000000
## AZU1                                        -0.0278369081       0.0000000000
## CD40                                        -0.0278369081       0.0000000000
## TLR8                                        -0.0278369081       0.0000000000
## TNFRSF13C                                   -0.0278369081       0.0000000000
## NRP1                                        -0.1878697556      -0.0446223294
## CD22                                        -0.0314892306       0.0000000000
## GZMM                                        -0.0314892306       0.0000000000
## MMP9                                        -0.0336146323       0.0000000000
## PI3                                         -0.0336146323       0.0000000000
## CCR4                                        -0.0390034307       0.0000000000
## CD4                                         -0.0336155284       0.0000000000
## CCR10                                       -0.0317340408       0.0000000000
## IL17F                                       -0.0430132394       0.0000000000
## BTLA                                        -0.0438258990       0.0000000000
## CCL22                                       -0.0448130928       0.0000000000
## KCNE3                                       -0.0441018610       0.0000000000
## PDCD1                                       -0.0448801711       0.0000000000
## TGFBI                                       -0.0427595721      -0.0092408143
## CXCL2                                       -0.0454331561       0.0000000000
## IER5                                        -0.1451139474      -0.0671901738
## CXCL9                                       -0.0475117294       0.0000000000
## TNFRSF18                                    -0.0655111459      -0.0248666437
## HMMR                                        -0.9721899930       0.2115931656
## CXCR2                                       -0.0532225231       0.0000000000
## IGHA1_secreted                              -0.0439343449      -0.0317340408
## ADGRE1                                      -0.0647214497       0.0000000000
## VMO1                                        -0.0535456920      -0.0385506079
## CXCR5                                       -0.0798249360      -0.0139170143
## TGFB1                                       -0.0889383132      -0.0557206714
## IGHM_secreted                               -0.0829999890       0.0000000000
## CXCR1                                       -0.0640466190      -0.0317340408
## CD1A                                        -0.0697630326      -0.0061603576
## CD14                                        -0.0665513794      -0.0430132394
## TNFRSF4                                     -0.0617106996      -0.0435650888
## TLR9                                        -0.0855213324       0.0000000000
## CCR7                                        -0.1389526553      -0.0086718866
## CXCL16                                      -0.1170429273      -0.0610556545
## TCF7                                        -0.0614112910      -0.0580314558
## TGFB3                                       -0.0614606262      -0.0580690768
## TLR2                                        -0.1030438465      -0.0076252382
## TCF4                                        -0.0725438564      -0.0580716462
## LTB                                         -0.0888330444      -0.0661501403
## CD5                                         -0.1151852091      -0.0202039157
## IGHM_membrane                               -0.1306720121      -0.0248005582
## CMTM2                                       -0.1053571592      -0.0760977763
## SNCA                                        -0.2341753085      -0.0993537297
## CD27                                        -0.1152120567      -0.0461514741
## TNFSF13                                     -0.0963805601      -0.0773209202
## B3GAT1                                      -0.1122742781      -0.0728690393
## CD3G                                        -0.1353488797      -0.0418218554
## THBS1                                       -0.1884989016      -0.0253780834
## CD160                                       -0.3014659378      -0.0282235970
## IL12RB1                                     -0.2281068526      -0.1243824045
## RNASE6                                      -0.1851469180      -0.0975881353
## ZNF683                                      -0.2767364627      -0.0115368368
## IKZF2                                       -0.1828492257      -0.1358574665
## STAT6                                       -0.1507523335      -0.1285558114
## TSPAN32                                     -0.1831680005      -0.1210298204
## PTGDR2                                      -0.2526480783      -0.0170997658
## GIMAP7                                      -0.1444753193      -0.1056286710
## CD79B                                       -0.2110245440      -0.0974833712
## CTSD                                        -0.2806152423      -0.1413366748
## CD6                                         -0.2348798063      -0.1034512372
## CD3.SK7.CD3E.AHS0033.pAbO                   -0.1920333446      -0.0058272419
## CCR8                                        -0.2912374912      -0.0827076716
## CTLA4                                       -0.2025349297      -0.1540781791
## ATF6B                                       -0.1850773308      -0.1530657587
## ADGRG3                                      -0.2193568717      -0.1273494166
## CD103.ITGAE.AHS0001.pAbO                    -0.2609866371       0.0243333982
## CX3CR1                                      -0.2424410435      -0.1233241160
## PECAM1                                      -0.6980975102      -0.0423300396
## CD8B                                        -0.2453378460      -0.1657728077
## CD3D                                        -0.3296570129      -0.1568160264
## CCR3                                        -0.2043646070      -0.1855735550
## VEGFA                                       -0.4093381835      -0.1905687950
## KLRC4                                       -0.2420439283      -0.1722426991
## S1PR1                                       -0.3134624185      -0.1474589423
## LGALS9                                      -0.3152303456      -0.1132757287
## MCM2                                        -0.9679550756       0.0175335213
## CD38                                        -0.3334021731      -0.1107142513
## TNFSF13B                                    -0.3165197767      -0.1536267160
## PMCH                                        -0.3285264646      -0.1423177705
## CD86                                        -0.4433802222      -0.0567692897
## OAS1                                        -0.3306340642      -0.1653151613
## CD8.SK1.CD8A.AHS0228.pAbO                   -0.2346610061      -0.1442228183
## CX3CR1.CX3CR1.AHS0125.pAbO                  -0.1471703223      -0.0260759551
## KDELR1                                      -0.2508410850      -0.1859558364
## IL18                                        -0.3141314834      -0.1532043080
## IL15                                        -0.2349865671      -0.1968794922
## EOMES                                       -0.2121449861      -0.1933511739
## NCAM1                                       -0.2605039095      -0.1661538404
## CHI3L2                                      -0.2651069361      -0.1798260383
## BCL11B                                      -0.2898181690      -0.2023947700
## CXCR3                                       -0.3122397383      -0.2479600045
## CD28.CD28.2.CD28.AHS0024.pAbO               -0.3164495299       0.0686209174
## CD33                                        -0.5887920184      -0.1602801222
## HLA.DRA                                     -1.0552488971      -0.0924281534
## FOXP3                                       -0.2922314824      -0.1597376423
## LAG3                                        -0.3301335756      -0.2509970163
## GAB2                                        -0.3228293813      -0.1925404237
## IL2RA                                       -0.3745641918      -0.0609208120
## PASK                                        -0.3936810246      -0.2141585995
## FBXO22                                      -0.4094341398      -0.2427921331
## STAT1                                       -0.3810130033      -0.2444335521
## CD7                                         -0.3333194469      -0.2325384351
## CD2.CD2.AHS0029.pAbO                        -0.3122199218      -0.1886349287
## KLRC3                                       -0.3717855003      -0.3249893678
## LGALS3                                      -0.8730508360      -0.0201927813
## CD33.WM53.CD33.AHS0044.pAbO                 -0.5792091382       0.1247043157
## CD95.FAS.AHS0023.pAbO                       -0.3106614387      -0.2401350089
## RORA                                        -0.3426716178      -0.2978420474
## CD8A                                        -0.3742134901      -0.2269367105
## TRAT1                                       -0.4335526270      -0.3751344785
## HLA.DQA1                                    -0.7638947158      -0.3399233387
## CCR7.CCR7.AHS0273.pAbO                      -0.4489739790       0.0348523588
## IL7R                                        -0.5461859093      -0.2215423593
## HLA.DQB1                                    -0.8004642701      -0.3282399213
## FOXO3                                       -0.3625277428      -0.2971506014
## IL12RB2                                     -0.6674702574      -0.3436701154
## KLRG1                                       -0.4651436228      -0.3908600092
## GLG1                                        -0.4141243807      -0.3264029992
## ITK                                         -0.2039459370      -0.0622925899
## CD44                                        -0.1865333480      -0.1022479731
## TNFSF8                                      -0.5941855997      -0.2863680847
## ICOS                                        -0.4459446823      -0.2271735615
## CBLB                                        -0.4442289648      -0.3144307975
## PSEN1                                       -0.4116988033      -0.3408771507
## TIAF1                                       -0.4456965531      -0.3231927261
## YBX3                                        -0.5730793450      -0.2652603390
## HLA.DMB                                     -0.6134017872      -0.3133802473
## HLA.DPB1                                    -1.0002792025      -0.3152499338
## DUSP1                                       -0.4991365537      -0.3481499392
## GNAI2                                       -0.5022323369      -0.2907575033
## IgG.IGHG1_2_3_4.AHS0059.pAbO                -0.9387419038      -0.2732071385
## GZMH                                        -0.5223879436      -0.4409426974
## STAT3                                       -0.4738703880      -0.3074094331
## CD18.ITGB2.AHS0091.pAbO                     -0.9452509732      -0.3811163993
## PDIA4                                       -0.6147155325      -0.2759105988
## Tim3.HAVCR2.AHS0016.pAbO                    -0.6072131974      -0.2741254295
## ITGAX                                       -1.0977227262       0.1576149253
## FOXO1                                       -0.8208082344      -0.2802078708
## CCR1                                        -0.6083149914      -0.4077670033
## LEF1                                        -0.8743559259      -0.3334045832
## RGS1                                        -0.9779550081      -0.3245433996
## CCR6                                        -0.7996423273      -0.3143616548
## SPOCK2                                      -0.8405866884      -0.3616312775
## CNOT2                                       -0.3734111959      -0.2530351855
## TRIB2                                       -0.8640835249      -0.2382256725
## CD102.ICAM2.AHS0155.pAbO                    -0.5011986618      -0.1743142475
## PCNA                                        -1.5442371613      -0.1409360254
## HMGB2                                       -1.8522504258      -0.0349867496
## ANXA5                                       -0.9540471179       0.0746482469
## NINJ2                                       -0.5195037989      -0.4346702837
## IFITM3                                      -1.0729320296      -0.3008605214
## TARP_refseq                                 -0.5121522214      -0.2691594315
## IL4R                                        -0.3409632648      -0.2971699884
## CD300A                                      -0.7501840657      -0.3409731075
## FAS                                         -0.6760889733      -0.3877961793
## TIGIT                                       -0.8111674760      -0.5146007186
## IGBP1                                       -0.5565337689      -0.4495422606
## IL23R                                       -0.7301003624      -0.3926327286
## VNN2                                        -0.7564061295      -0.4574553868
## KIT                                         -1.2248253136      -0.1813994865
## KIR2DL1                                     -0.8540914498      -0.5056085716
## HLA.DPA1                                    -1.0386686771      -0.4210555753
## IL18RAP                                     -0.6627306128      -0.4437942347
## HLA.DMA                                     -0.8886485328      -0.4722421414
## FAM65B                                      -0.7412818543      -0.5524849438
## LAT                                         -0.5828839233      -0.5001884396
## CD161.DX12.KLRB1.AHS0002.pAbO               -0.7557740701      -0.2418950993
## CCR5                                        -0.6872637332      -0.5066584693
## ITGAL                                       -0.6562491676      -0.4891881354
## DPP4                                        -0.7631455480      -0.4777268913
## VPS28                                       -0.5700718753      -0.5377794514
## CD279.EH12.1.PDCD1.AHS0014.pAbO             -0.8194026051      -0.4450670828
## ADA                                         -0.7254069463      -0.3932880766
## GIMAP5                                      -0.8802035882      -0.4052910790
## CCR2                                        -0.8488205658      -0.5724577477
## TRAC                                        -0.7928045398      -0.5253613746
## CXCR6                                       -0.7766375259      -0.4000974347
## LAT2                                        -0.7024352336      -0.5708855217
## ITGAE                                       -1.0311825295      -0.3498923900
## FYB                                         -0.7645554613      -0.5508635614
## IFNGR1                                      -0.7277830886      -0.4891005896
## PRDM1                                       -0.7376932291      -0.4138497115
## CD244                                       -0.7704108912      -0.5008205019
## NCR3                                        -0.7450931455      -0.5355526042
## CD94.KLRD1.AHS0085.pAbO                     -1.2161920421      -0.5559291582
## LIPA                                        -0.8467745887      -0.5038917689
## PIK3AP1                                     -0.7680670360      -0.4833225070
## CD3E                                        -0.7379687499      -0.4945206727
## STAT4                                       -0.4312472611      -0.4139338486
## ITGAM                                       -0.5982852476      -0.4836611513
## XBP1                                        -0.6995547689      -0.3599683143
## PDIA6                                       -1.0862850109      -0.3352715992
## RPN2                                        -0.8750812154      -0.3907381473
## BIN2                                        -0.7793061139      -0.7118132289
## GAPDH                                       -1.2938669847      -0.1464895613
## IFITM2                                      -1.2362906642      -0.5538734447
## IKZF1                                       -1.0078507099      -0.6363254334
## ITGA4                                       -1.0548610241      -0.7372537692
## CD52                                        -1.5427077328      -0.2548421661
## LAP3                                        -0.8719661075      -0.4483229704
## CD74                                        -1.3233218516      -0.6495823763
## IL18R1                                      -1.0355634437      -0.5827207002
## BAX                                         -0.8288685364      -0.7654204458
## CD247                                       -1.1030730603      -0.7149992241
## LGALS1                                      -1.4786248110      -0.4034638190
## KLRC1                                       -0.7381105060      -0.4293524696
## ENTPD1                                      -0.8835147487      -0.7304412500
## HAVCR2                                      -0.8748647613      -0.4979669832
## GZMA                                        -1.3678906926      -0.6272971625
## BCL2                                        -1.1412584282      -0.7934349421
## CCL5                                        -2.3123188512      -0.5965659044
## GIMAP2                                      -1.0558625846      -0.8974413096
## LYN                                         -0.9011857919      -0.7065352836
## KLRF1                                       -1.4255582125      -0.8530431620
## RUNX3                                       -1.0135109035      -0.6300876607
## IL32                                        -0.8011243748      -0.5018182294
## CASP3                                       -1.0997511492      -0.6355051479
## ITGB2                                       -1.4019074180      -0.8601740808
## FYN                                         -1.1921771958      -0.8694237837
## APOBEC3G                                    -0.8904141285      -0.6299762965
## GNLY                                        -1.4458366057      -0.6724973202
## PIK3IP1                                     -2.1009884932      -0.7130152369
## CCND2                                       -1.0820546580      -0.6056388627
## CD37                                        -1.3745672216      -0.8039893345
## CD335.NCR1.AHS0068.pAbO                     -1.6298349045      -0.7945342828
## FCER1G                                      -1.4583466455      -0.4901153318
## TNFSF10                                     -1.3077238261      -0.8818932871
## S100A10                                     -1.3134248051      -0.7092156785
## CASP5                                       -1.1672234049      -0.8261938304
## LCK                                         -1.2238214355      -0.9389957096
## BTG1                                        -1.5872418780      -0.5879294446
## KLRB1                                       -1.9603789428      -0.9824845444
## CD48                                        -1.1267105863      -0.8617860726
## TRDC                                        -1.4406283068      -0.9603054590
## CTSW                                        -1.3397149177      -0.7228759923
## FCGR3A                                      -2.6208777453      -1.2482326120
## GZMK                                        -2.4865681493      -1.2673099148
## KLRK1                                       -1.1346795343      -1.0859488132
## TXK                                         -1.5924000982      -1.0639973376
## CD2                                         -1.9881520454      -0.9178326243
## SELPLG                                      -1.7031450813      -1.3981923562
## LAMP1                                       -1.3607627780      -1.1012439464
## ARL4C                                       -1.6197574631      -1.2902157554
## TRBC2                                       -1.3240000545      -1.0789147256
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO       -2.7926323840      -1.1658749509
## IL2RB                                       -2.0828637465      -1.2164236248
## PTPRC                                       -1.4233796306      -1.0439879899
## DOCK8                                       -1.6162231887      -1.2343682730
## CST7                                        -1.9352242012      -1.4507437785
## CD63                                        -2.0712958533      -1.3001962013
## CXCR4                                       -4.0638835241      -1.7006949380
## PRF1                                        -2.0076210770      -1.7080458919
## NKG7                                        -2.4683919950      -1.4765486362
## HLA.A                                       -2.3284087729      -1.5654579927
## HLA.C                                       -2.4711940706      -1.6691979076
##                                           max.logFC.cohen rank.logFC.cohen
## CSF2                                          3.051482706                1
## IFNG                                          2.028028527                2
## CCL4                                          3.456918666                1
## CCL3                                          2.595098096                3
## XCL1                                          1.638634601                3
## MYC                                           2.013497535                3
## IER3                                          1.575137723                4
## TNF                                           1.538068003                5
## CD4.SK3.CD4.AHS0032.pAbO                      1.335764995                9
## ICAM1                                         1.198441665                6
## BCL2A1                                        1.555306609                6
## EGR3                                          1.354771400                9
## CCL1                                          1.191947395                3
## CD81.CD81.AHS0021.pAbO                        1.621605430                6
## DUSP2                                         1.904266214                5
## NAMPT                                         1.265203819               11
## GZMB                                          1.109799929               14
## CD69.CD69.AHS0010.pAbO                        1.046452397               17
## FOSB                                          0.578021165               17
## CD152.CTLA4.AHS0017.pAbO                      0.794574923               11
## CD11b.ICRF44.ITGAM.AHS0184.pAbO               0.756316091               18
## FASLG                                         0.544999938               26
## EGR1                                          0.687037712               21
## IgM.IGHM.AHS0198.pAbO                         0.448626056               27
## IRF8                                          0.963306494               15
## BIRC3                                         0.630087581               27
## LIF                                           0.667618197               18
## TNFSF14                                       0.492079346               18
## IRF4                                          0.679075022               21
## CD226.CD226.AHS0079.pAbO                      0.916993126               14
## IL13                                          0.641470751               19
## CD26.DPP4.AHS0109.pAbO                        0.606129087               24
## TBX21                                         0.614265007               28
## CD7.CD7.AHS0043.pAbO                          0.636499216               26
## STAT5A                                        0.319347107               44
## CD1D.CD1D.AHS0219.pAbO                        0.569244401               21
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO     0.283146619               35
## ZBED2                                         0.556467296               27
## FOSL1                                         0.497912477               31
## SEMA7A                                        0.423426772               32
## IL3                                           0.466934007               22
## JUN                                           0.380580173               48
## C10orf54                                      0.246745098               44
## CD314.KLRK1.AHS0065.pAbO                      0.802709986               18
## LTA                                           0.290684390               45
## CD215.IL15RA.AHS0212.pAbO                     0.597856980               15
## BACH2                                         0.320378033               36
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO            0.457633596               22
## CD80                                          0.143755939               84
## KIAA0101                                      0.704345871                8
## CD22.CD22.AHS0195.pAbO                        0.276999073               41
## CD14.MPHIP9.CD14.AHS0037.pAbO                 0.198691981               64
## FTH1                                          0.203820588               61
## JUNB                                          0.260215899               59
## CD45RO.PTPRC.AHS0036.pAbO                     0.509859443               33
## TYMS                                          0.730100597                7
## CD127.IL7R.AHS0028.pAbO                       0.187437057               47
## TNFRSF8                                       0.371094085               43
## CD40LG                                        0.363351783               40
## CD38.HIT2.CD38.AHS0022.pAbO                   0.881501735               18
## CD9                                           0.164923074               60
## TK1                                           0.548663209               16
## CD69                                          0.407873904               41
## IL4                                           0.283411739               53
## CD5.UCHT2.CD5.AHS0047.pAbO                    0.146840343               75
## FN1                                           0.354306810               39
## CD34.581.CD34.AHS0061.pAbO                    0.286451927               48
## TNFRSF1B                                      0.177418771               63
## LAIR2                                         0.149586875               68
## CD39.ENTPD1.AHS0006.pAbO                      0.493559856               34
## CD45RA.HI100.PTPRC.AHS0009.pAbO               0.433912040               26
## CD70                                          0.373377794               43
## AURKB                                         0.528498111               17
## CD25.2A3.IL2RA.AHS0026.pAbO                   0.414188395               43
## CD27.L128.CD27.AHS0249.pAbO                   0.124872513               63
## CCNB1                                         0.340726053               34
## CD40.CD40.AHS0117.pAbO                        0.136482432               58
## MCM4                                          0.366606937               32
## UBE2C                                         0.487423861               25
## PTTG2                                         0.248698236               50
## CD19.SJ25C1.CD19.AHS0030.pAbO                 0.304498940               50
## CD274                                         0.138384462               64
## DUSP4                                         0.052853400              104
## MGST1                                         0.199512778               52
## IL1RN                                         0.179930952               53
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO           0.108055068               60
## IL15RA                                        0.053378749              104
## MZB1                                          0.279093700               61
## IL2                                           0.157842250               51
## CD72                                          0.166262879               67
## IL1RL1                                       -0.004629405              186
## MKI67                                         0.219706018               55
## IL3RA                                         0.079626567               94
## IGKC                                          0.159499026               56
## IL6                                           0.155386280               77
## FOXP1                                         0.046046075              113
## CXCL8                                         0.125711320               75
## AIM2                                          0.070119321               93
## IgD.IGHD.AHS0058.pAbO                         0.103995229               62
## IL1B                                          0.114926645               57
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO              0.319773176               29
## TNFRSF9                                       0.179095640               65
## GATA3                                         0.043461339              114
## TMEM97                                        0.322215015               38
## CLEC2D                                        0.093214297               91
## SELL                                          0.138628703               84
## RORC                                          0.178305229               54
## CD200                                         0.111208277               70
## POU2AF1                                       0.107485683               76
## FUT4                                         -0.026739878              252
## TOP2A                                         0.445715446               24
## BCL6                                         -0.010708288              221
## LAMP3                                         0.077745507               95
## CCL20                                         0.074571082               71
## PYCR1                                         0.122885198               95
## QPCT                                          0.079634412               93
## ZBTB16                                        0.050804704              105
## IL31                                          0.059823308               74
## IL6R                                          0.068820684               68
## CXCL5                                        -0.027358952              255
## CD79A                                         0.042010504               92
## NT5E                                          0.092862324               92
## CD21.B.LY4.CR2.AHS0074.pAbO                   0.039965062               89
## LILRB4                                        0.060497871               72
## CD24                                          0.029515527              125
## PAX5                                          0.068781836              100
## CLEC4D                                        0.050513922              104
## IL9R                                          0.054029148              115
## IL5                                           0.051372963              108
## CCL2                                          0.042580764               94
## SLAMF1                                        0.044815017              124
## SLC25A37                                     -0.010386699              247
## CD163                                         0.035714286               86
## CD36                                          0.035714286               81
## CLEC4E                                        0.035714286               80
## CMKLR1                                        0.035714286               81
## IL1R2                                         0.035714286               81
## CTSG                                          0.109334893              100
## THBD                                          0.035714286              101
## ARG1                                          0.035714286              105
## MITF                                          0.035714286              117
## TLR7                                          0.050492803               77
## RNASE2                                        0.035714286              103
## SPP1                                          0.035714286              117
## CSF3                                          0.035714286               81
## IL22                                          0.040161425               87
## S100A9                                        0.030803903              146
## TREM1                                         0.035714286               81
## SLC7A7                                        0.035714286               97
## TNFRSF25                                      0.070949618               88
## HLA.DRB3                                      0.050052210              108
## CXCL10                                        0.010934677              154
## CD28                                          0.046362612               99
## VSIG4                                         0.035714286               98
## LY86                                          0.035714286              117
## ZAP70                                         0.001020008              146
## IL12A                                         0.068148208              102
## ALAS2                                         0.000000000              106
## AOC3                                          0.000000000              106
## APOE                                          0.000000000              106
## AQP9                                          0.000000000              106
## BLK                                           0.000000000              106
## BLNK                                          0.000000000              106
## BPI                                           0.000000000              106
## C1QA                                          0.000000000              106
## C1QB                                          0.000000000              106
## CCL13                                         0.000000000              106
## CCL17                                         0.000000000              106
## CCL19                                         0.000000000              106
## CCR9                                          0.000000000              106
## CD1B                                          0.000000000              106
## CD1C                                          0.000000000              106
## CD209                                         0.000000000              106
## CD34                                          0.000000000              106
## CEACAM8                                       0.000000000              106
## CHI3L1                                        0.000000000              106
## CLC                                           0.000000000              106
## CLEC10A                                       0.000000000              106
## CNTNAP3                                       0.000000000              106
## CPA3                                          0.000000000              106
## CR2                                           0.000000000              106
## CXCL1                                         0.000000000              106
## CXCL11                                        0.000000000              106
## CXCL13                                        0.000000000              106
## CXCL3                                         0.000000000              106
## DEFA3                                         0.000000000              106
## DEFA4                                         0.000000000              106
## EBF1                                          0.000000000              106
## ELANE                                         0.000000000              106
## EPX                                           0.000000000              106
## F13A1                                         0.000000000              106
## F5                                            0.000000000              106
## FAM129C                                       0.000000000              106
## FCER1A                                        0.000000000              106
## FCER2                                         0.000000000              106
## FCN1                                          0.000000000              106
## FLT3                                          0.000000000              106
## GHR                                           0.000000000              106
## IFNA1                                         0.000000000              106
## IGHD_membrane                                 0.000000000              106
## IGHE_secreted                                 0.000000000              106
## IGHG1_membrane                                0.000000000              106
## IGHG1_secreted                                0.000000000              106
## IGHG2_secreted                                0.000000000              106
## IGHG3_secreted                                0.000000000              106
## IGHG4_secreted                                0.000000000              106
## IGLC3                                         0.000000000              106
## IL17A                                         0.000000000              106
## IL21                                          0.000000000              106
## IL25                                          0.000000000              106
## IL33                                          0.000000000              106
## IL9                                           0.000000000              106
## JCHAIN                                        0.000000000              106
## LRRC32                                        0.000000000              106
## MME                                           0.000000000              106
## MMP12                                         0.000000000              106
## MS4A1                                         0.000000000              106
## S100A12                                       0.000000000              106
## TCL1A                                         0.000000000              106
## TNFRSF17                                      0.000000000              106
## TPSAB1                                        0.000000000              106
## VPREB3                                        0.000000000              106
## AZU1                                          0.000000000              149
## CD40                                          0.000000000              149
## TLR8                                          0.000000000              149
## TNFRSF13C                                     0.000000000              149
## NRP1                                          0.062078706               97
## CD22                                          0.000000000              106
## GZMM                                          0.000000000              106
## MMP9                                          0.000000000              106
## PI3                                           0.000000000              106
## CCR4                                          0.000000000              149
## CD4                                           0.000000000              149
## CCR10                                         0.000000000              149
## IL17F                                         0.000000000              106
## BTLA                                          0.000000000              106
## CCL22                                         0.000000000              106
## KCNE3                                         0.000000000              106
## PDCD1                                         0.000000000              106
## TGFBI                                         0.035714286              122
## CXCL2                                         0.000000000              149
## IER5                                         -0.007595496              237
## CXCL9                                         0.000000000              106
## TNFRSF18                                      0.004852490              149
## HMMR                                          0.244892014               42
## CXCR2                                         0.000000000              106
## IGHA1_secreted                                0.000000000              158
## ADGRE1                                        0.000000000              149
## VMO1                                          0.000000000              157
## CXCR5                                         0.035714286              131
## TGFB1                                        -0.031400987              225
## IGHM_secreted                                 0.000000000              149
## CXCR1                                         0.000000000              149
## CD1A                                          0.013493789              146
## CD14                                          0.000000000              151
## TNFRSF4                                       0.000000000              149
## TLR9                                          0.000000000              151
## CCR7                                          0.069315613              100
## CXCL16                                       -0.026218643              237
## TCF7                                          0.000000000              106
## TGFB3                                        -0.031734041              226
## TLR2                                          0.010159575              148
## TCF4                                         -0.021523369              243
## LTB                                          -0.040157260              215
## CD5                                           0.048373803              109
## IGHM_membrane                                 0.035714286              122
## CMTM2                                        -0.031573141              209
## SNCA                                          0.033457729              142
## CD27                                          0.050482369              107
## TNFSF13                                      -0.031464955              259
## B3GAT1                                        0.059928900              101
## CD3G                                          0.037529744              113
## THBS1                                         0.045880115               79
## CD160                                         0.218595403               58
## IL12RB1                                      -0.036570048              264
## RNASE6                                        0.027258464              127
## ZNF683                                        0.104908176               77
## IKZF2                                        -0.026470464              259
## STAT6                                        -0.053418931              231
## TSPAN32                                      -0.001970455              183
## PTGDR2                                        0.039730231              116
## GIMAP7                                       -0.005559359              234
## CD79B                                        -0.014477184              243
## CTSD                                         -0.073780613              246
## CD6                                           0.036362579              122
## CD3.SK7.CD3E.AHS0033.pAbO                     0.040916810              102
## CCR8                                          0.069778780              100
## CTLA4                                         0.125804461               80
## ATF6B                                        -0.137906802              299
## ADGRG3                                       -0.064623370              277
## CD103.ITGAE.AHS0001.pAbO                      0.054184492               93
## CX3CR1                                        0.024997745              130
## PECAM1                                        0.131155192               78
## CD8B                                          0.021159485              133
## CD3D                                          0.101453679               82
## CCR3                                         -0.053152679              278
## VEGFA                                         0.088120990               89
## KLRC4                                        -0.032939601              255
## S1PR1                                        -0.054060508              282
## LGALS9                                       -0.044115772              266
## MCM2                                          0.320108243               45
## CD38                                         -0.023768548              251
## TNFSF13B                                     -0.047942856              280
## PMCH                                          0.047223335              112
## CD86                                          0.024869636              141
## OAS1                                         -0.028500705              256
## CD8.SK1.CD8A.AHS0228.pAbO                     0.062274858               98
## CX3CR1.CX3CR1.AHS0125.pAbO                    0.022706096              139
## KDELR1                                       -0.078638390              296
## IL18                                          0.024609708              137
## IL15                                         -0.129178004              289
## EOMES                                         0.027664763              126
## NCAM1                                        -0.142271997              283
## CHI3L2                                       -0.090388834              254
## BCL11B                                        0.019155965              136
## CXCR3                                        -0.153890896              327
## CD28.CD28.2.CD28.AHS0024.pAbO                 0.103523526               69
## CD33                                          0.123159469               71
## HLA.DRA                                       0.401551695               40
## FOXP3                                        -0.109185432              291
## LAG3                                          0.126155763               74
## GAB2                                         -0.143394755              310
## IL2RA                                         0.439619086               41
## PASK                                         -0.106381829              307
## FBXO22                                       -0.136322973              311
## STAT1                                        -0.021687093              249
## CD7                                          -0.091634663              256
## CD2.CD2.AHS0029.pAbO                          0.778722819               22
## KLRC3                                         0.166692915               66
## LGALS3                                        0.091849485               82
## CD33.WM53.CD33.AHS0044.pAbO                   0.383994531               33
## CD95.FAS.AHS0023.pAbO                         0.228898135               56
## RORA                                          0.025491730              128
## CD8A                                         -0.172545385              311
## TRAT1                                         0.165466460               69
## HLA.DQA1                                      0.341677388               46
## CCR7.CCR7.AHS0273.pAbO                        0.100541192               78
## IL7R                                         -0.139485904              312
## HLA.DQB1                                      0.358894431               44
## FOXO3                                        -0.159344895              326
## IL12RB2                                       0.399652747               41
## KLRG1                                         0.018519815              138
## GLG1                                         -0.165111130              316
## ITK                                           0.072651151               66
## CD44                                          0.073965982               65
## TNFSF8                                        0.044694490              112
## ICOS                                         -0.138811135              308
## CBLB                                         -0.135406656              293
## PSEN1                                        -0.223065385              349
## TIAF1                                        -0.156584214              318
## YBX3                                          0.057522122              103
## HLA.DMB                                      -0.035972569              258
## HLA.DPB1                                      0.210034694               61
## DUSP1                                        -0.172322889              295
## GNAI2                                        -0.109584583              309
## IgG.IGHG1_2_3_4.AHS0059.pAbO                  0.689802905               24
## GZMH                                          0.137168840               70
## STAT3                                        -0.190703849              304
## CD18.ITGB2.AHS0091.pAbO                       1.238177164                8
## PDIA4                                        -0.044997210              279
## Tim3.HAVCR2.AHS0016.pAbO                      0.368301766               50
## ITGAX                                         0.247514199               43
## FOXO1                                        -0.029875474              253
## CCR1                                         -0.157837840              329
## LEF1                                         -0.121662458              275
## RGS1                                          0.096814291               84
## CCR6                                         -0.065950504              288
## SPOCK2                                       -0.160670594              321
## CNOT2                                        -0.197731312              306
## TRIB2                                        -0.100309469              285
## CD102.ICAM2.AHS0155.pAbO                     -0.013362577              251
## PCNA                                          0.383996152               28
## HMGB2                                         0.276657497               36
## ANXA5                                         0.157940006               57
## NINJ2                                        -0.286958923              361
## IFITM3                                        0.350916436               53
## TARP_refseq                                  -0.097803000              294
## IL4R                                         -0.216373750              317
## CD300A                                       -0.057605349              235
## FAS                                          -0.115312929              311
## TIGIT                                         0.317715001               47
## IGBP1                                        -0.225373040              359
## IL23R                                        -0.159815742              331
## VNN2                                         -0.279428597              359
## KIT                                           0.138730576               65
## KIR2DL1                                       0.284543147               52
## HLA.DPA1                                      0.173667954               64
## IL18RAP                                      -0.087483896              288
## HLA.DMA                                      -0.113759387              299
## FAM65B                                       -0.216086778              356
## LAT                                          -0.359616848              386
## CD161.DX12.KLRB1.AHS0002.pAbO                 0.014242941              148
## CCR5                                         -0.310454933              379
## ITGAL                                        -0.378454198              373
## DPP4                                         -0.195565255              346
## VPS28                                        -0.250458579              365
## CD279.EH12.1.PDCD1.AHS0014.pAbO               0.242732096               55
## ADA                                          -0.094251759              302
## GIMAP5                                       -0.331961244              364
## CCR2                                         -0.227122916              362
## TRAC                                         -0.179263298              323
## CXCR6                                        -0.298749570              338
## LAT2                                         -0.120580103              306
## ITGAE                                        -0.267673065              355
## FYB                                          -0.343742111              351
## IFNGR1                                       -0.381318703              385
## PRDM1                                        -0.019366818              245
## CD244                                        -0.401352522              387
## NCR3                                         -0.258154144              352
## CD94.KLRD1.AHS0085.pAbO                       0.808813821               21
## LIPA                                         -0.206603003              352
## PIK3AP1                                      -0.263815448              327
## CD3E                                         -0.352297768              352
## STAT4                                        -0.280107763              363
## ITGAM                                        -0.309203479              377
## XBP1                                         -0.204431564              351
## PDIA6                                        -0.040529215              267
## RPN2                                         -0.064142085              286
## BIN2                                         -0.413454592              397
## GAPDH                                         0.283242689               63
## IFITM2                                        0.219196365               74
## IKZF1                                        -0.166773388              338
## ITGA4                                        -0.234526291              345
## CD52                                         -0.126127207              273
## LAP3                                         -0.167365998              339
## CD74                                          0.239557742               55
## IL18R1                                       -0.408345099              366
## BAX                                          -0.366173531              401
## CD247                                        -0.018675196              244
## LGALS1                                       -0.200890479              345
## KLRC1                                        -0.267707886              356
## ENTPD1                                       -0.424619124              387
## HAVCR2                                       -0.138263743              306
## GZMA                                          0.072763843               91
## BCL2                                         -0.356115584              380
## CCL5                                          0.818164737               20
## GIMAP2                                       -0.455393835              423
## LYN                                          -0.345976226              396
## KLRF1                                         0.067960630               97
## RUNX3                                        -0.335098108              375
## IL32                                         -0.200119548              337
## CASP3                                        -0.485695304              396
## ITGB2                                         0.216571174               59
## FYN                                          -0.189488919              332
## APOBEC3G                                     -0.517792479              413
## GNLY                                         -0.204323297              309
## PIK3IP1                                      -0.595268865              405
## CCND2                                        -0.532687977              402
## CD37                                         -0.553381349              400
## CD335.NCR1.AHS0068.pAbO                      -0.391874319              363
## FCER1G                                       -0.274986452              331
## TNFSF10                                      -0.278001231              369
## S100A10                                      -0.318956321              384
## CASP5                                        -0.667183735              422
## LCK                                          -0.375429250              385
## BTG1                                         -0.280981267              335
## KLRB1                                        -0.428460794              372
## CD48                                         -0.456100768              424
## TRDC                                         -0.351034933              381
## CTSW                                         -0.318396600              383
## FCGR3A                                        0.586292492               26
## GZMK                                          0.117389258               77
## KLRK1                                        -0.651526664              433
## TXK                                          -0.602505584              407
## CD2                                          -0.475833521              403
## SELPLG                                       -0.472633935              428
## LAMP1                                        -0.635595435              426
## ARL4C                                        -0.650889921              446
## TRBC2                                        -0.632564483              442
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO        -0.116213489              301
## IL2RB                                        -0.661514197              415
## PTPRC                                        -0.953038020              453
## DOCK8                                        -0.703276780              446
## CST7                                         -0.279386379              358
## CD63                                         -0.604698276              440
## CXCR4                                        -0.639127994              426
## PRF1                                         -0.983895715              451
## NKG7                                         -0.694664940              431
## HLA.A                                        -1.251590302              474
## HLA.C                                        -1.264387107              475
##                                            mean.AUC     min.AUC median.AUC
## CSF2                                      0.9362529 0.859163539  0.9563468
## IFNG                                      0.8681828 0.833588467  0.8786618
## CCL4                                      0.8503401 0.548290039  0.9480171
## CCL3                                      0.8475406 0.700677864  0.8852041
## XCL1                                      0.8023570 0.665791600  0.8272097
## MYC                                       0.7979314 0.672131740  0.7918414
## IER3                                      0.7939957 0.740207922  0.7749601
## TNF                                       0.7814318 0.723611839  0.7846132
## CD4.SK3.CD4.AHS0032.pAbO                  0.7647188 0.670879079  0.7478092
## ICAM1                                     0.7616121 0.711796671  0.7674183
## BCL2A1                                    0.7556939 0.577923494  0.7986816
## EGR3                                      0.7544000 0.550775068  0.8105861
## CCL1                                      0.7457514 0.734118267  0.7430431
## CD81.CD81.AHS0021.pAbO                    0.7456334 0.644405200  0.7483587
## DUSP2                                     0.7030853 0.401926688  0.6857852
## NAMPT                                     0.6627225 0.478490858  0.6619175
## GZMB                                      0.6590852 0.501999487  0.6396442
## CD69.CD69.AHS0010.pAbO                    0.6398420 0.542729592  0.6450155
## FOSB                                      0.6385832 0.586790409  0.6452247
## CD152.CTLA4.AHS0017.pAbO                  0.6385237 0.501863118  0.6593001
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.6261194 0.477371060  0.7011153
## FASLG                                     0.6249075 0.534599017  0.6509998
## EGR1                                      0.6202972 0.528215846  0.6255587
## IgM.IGHM.AHS0198.pAbO                     0.6165486 0.550084129  0.6290847
## IRF8                                      0.6130343 0.373055425  0.6486837
## BIRC3                                     0.6074762 0.550034553  0.6065546
## LIF                                       0.6067420 0.548342545  0.6177121
## TNFSF14                                   0.6057553 0.557558839  0.6242533
## IRF4                                      0.6039800 0.508698648  0.6401038
## CD226.CD226.AHS0079.pAbO                  0.6030062 0.460193272  0.6283008
## IL13                                      0.6022180 0.562180875  0.6032048
## CD26.DPP4.AHS0109.pAbO                    0.6012391 0.526151913  0.6143098
## TBX21                                     0.6008949 0.541950220  0.5896682
## CD7.CD7.AHS0043.pAbO                      0.5944758 0.480097439  0.5783066
## STAT5A                                    0.5813564 0.550246256  0.5800251
## CD1D.CD1D.AHS0219.pAbO                    0.5807903 0.449551861  0.6127789
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5785800 0.514178989  0.5890621
## ZBED2                                     0.5775212 0.538233996  0.5920481
## FOSL1                                     0.5724961 0.560723008  0.5680758
## SEMA7A                                    0.5714725 0.533686539  0.5820780
## IL3                                       0.5705926 0.568675884  0.5700950
## JUN                                       0.5683077 0.520811111  0.5558548
## C10orf54                                  0.5660133 0.532715777  0.5632546
## CD314.KLRK1.AHS0065.pAbO                  0.5656498 0.407129909  0.5406339
## LTA                                       0.5559923 0.518884744  0.5609502
## CD215.IL15RA.AHS0212.pAbO                 0.5538045 0.396894587  0.5823077
## BACH2                                     0.5529853 0.541250324  0.5524099
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.5522419 0.391489753  0.6101277
## CD80                                      0.5422899 0.523564075  0.5386234
## KIAA0101                                  0.5406033 0.172087132  0.6460881
## CD22.CD22.AHS0195.pAbO                    0.5398331 0.459392522  0.5639591
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.5356163 0.514966596  0.5248673
## FTH1                                      0.5351389 0.484867339  0.5413821
## JUNB                                      0.5338350 0.522554811  0.5301241
## CD45RO.PTPRC.AHS0036.pAbO                 0.5322160 0.450315152  0.4856894
## TYMS                                      0.5319583 0.124682605  0.6371748
## CD127.IL7R.AHS0028.pAbO                   0.5319004 0.487941650  0.5362650
## TNFRSF8                                   0.5312727 0.496331286  0.5471218
## CD40LG                                    0.5312084 0.492398856  0.5347859
## CD38.HIT2.CD38.AHS0022.pAbO               0.5309941 0.434985550  0.4698324
## CD9                                       0.5299799 0.501844325  0.5353747
## TK1                                       0.5299481 0.240292582  0.6143733
## CD69                                      0.5280244 0.457355185  0.5333998
## IL4                                       0.5275732 0.513914848  0.5344535
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5255043 0.485841955  0.5352586
## FN1                                       0.5250444 0.479360274  0.5298455
## CD34.581.CD34.AHS0061.pAbO                0.5244765 0.442544814  0.5409934
## TNFRSF1B                                  0.5241763 0.438450210  0.5324873
## LAIR2                                     0.5231093 0.497650755  0.5017869
## CD39.ENTPD1.AHS0006.pAbO                  0.5213597 0.456352418  0.5074151
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.5211253 0.320829164  0.5516386
## CD70                                      0.5210941 0.396449303  0.5266586
## AURKB                                     0.5207673 0.214332292  0.5992759
## CD25.2A3.IL2RA.AHS0026.pAbO               0.5206195 0.441487592  0.5218580
## CD27.L128.CD27.AHS0249.pAbO               0.5206191 0.502287305  0.5221564
## CCNB1                                     0.5197464 0.303274048  0.5737298
## CD40.CD40.AHS0117.pAbO                    0.5195695 0.509041608  0.5174029
## MCM4                                      0.5179683 0.305591069  0.5863474
## UBE2C                                     0.5168890 0.238531898  0.5876200
## PTTG2                                     0.5146135 0.322338997  0.5699243
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.5142909 0.484073945  0.4942933
## CD274                                     0.5141998 0.509977534  0.5136321
## DUSP4                                     0.5140427 0.473590002  0.5258498
## MGST1                                     0.5128559 0.474878725  0.5356024
## IL1RN                                     0.5124511 0.504867234  0.5121430
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5108546 0.468977138  0.5236659
## IL15RA                                    0.5100073 0.464086895  0.5288091
## MZB1                                      0.5097894 0.375766073  0.5398900
## IL2                                       0.5094817 0.507830936  0.5099340
## CD72                                      0.5091250 0.497616607  0.5114529
## IL1RL1                                    0.5081648 0.501531333  0.5079666
## MKI67                                     0.5072151 0.420579104  0.5305452
## IL3RA                                     0.5064171 0.492291342  0.5060815
## IGKC                                      0.5060708 0.483326922  0.5175988
## IL6                                       0.5058150 0.499183471  0.5074575
## FOXP1                                     0.5057407 0.500813811  0.5065280
## CXCL8                                     0.5056718 0.503346002  0.5053901
## AIM2                                      0.5056502 0.496807518  0.5066944
## IgD.IGHD.AHS0058.pAbO                     0.5052089 0.476156750  0.5120320
## IL1B                                      0.5051780 0.503924170  0.5055632
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.5049560 0.349879295  0.5202537
## TNFRSF9                                   0.5045392 0.493399267  0.5093330
## GATA3                                     0.5044480 0.500485543  0.5055370
## TMEM97                                    0.5044423 0.357486691  0.5533769
## CLEC2D                                    0.5041719 0.443525810  0.5101916
## SELL                                      0.5034222 0.490763170  0.4949086
## RORC                                      0.5034107 0.481048467  0.5094201
## CD200                                     0.5029825 0.501293814  0.5033610
## POU2AF1                                   0.5029713 0.502604146  0.5029393
## FUT4                                      0.5029576 0.483358323  0.5076788
## TOP2A                                     0.5027529 0.172159531  0.5886229
## BCL6                                      0.5020274 0.500066963  0.5028411
## LAMP3                                     0.5019991 0.496185454  0.5029684
## CCL20                                     0.5014889 0.498374639  0.5021636
## PYCR1                                     0.5013009 0.468266186  0.5099917
## QPCT                                      0.5012940 0.495656618  0.5017090
## ZBTB16                                    0.5012797 0.491135814  0.4998969
## IL31                                      0.5012755 0.501275510  0.5012755
## IL6R                                      0.5012755 0.501275510  0.5012755
## CXCL5                                     0.5012240 0.490465425  0.5057704
## CD79A                                     0.5011664 0.500520941  0.5011671
## NT5E                                      0.5011584 0.499511120  0.5014761
## CD21.B.LY4.CR2.AHS0074.pAbO               0.5010411 0.492437685  0.5020305
## LILRB4                                    0.5009062 0.500704710  0.5009566
## CD24                                      0.5004996 0.499894029  0.5006697
## PAX5                                      0.5004609 0.499421242  0.5006936
## CLEC4D                                    0.5004593 0.500133588  0.5006378
## IL9R                                      0.5004461 0.496836003  0.5017335
## IL5                                       0.5004034 0.497320957  0.5018377
## CCL2                                      0.5003671 0.500134230  0.5002503
## SLAMF1                                    0.5003524 0.499338029  0.5005202
## SLC25A37                                  0.5003309 0.497085748  0.5009733
## CD163                                     0.5003189 0.500318878  0.5003189
## CD36                                      0.5003189 0.500318878  0.5003189
## CLEC4E                                    0.5003189 0.500318878  0.5003189
## CMKLR1                                    0.5003189 0.500318878  0.5003189
## IL1R2                                     0.5003189 0.500318878  0.5003189
## CTSG                                      0.5003180 0.494352829  0.5024287
## THBD                                      0.5002802 0.500125278  0.5003189
## ARG1                                      0.5002801 0.500125031  0.5003189
## MITF                                      0.5002801 0.500125031  0.5003189
## TLR7                                      0.5002673 0.498785256  0.5006378
## RNASE2                                    0.5002297 0.500066955  0.5003189
## SPP1                                      0.5002297 0.500066955  0.5003189
## CSF3                                      0.5002263 0.499856048  0.5003189
## IL22                                      0.5002242 0.498959887  0.5005006
## S100A9                                    0.5001769 0.499567554  0.4999867
## TREM1                                     0.5001768 0.499856638  0.5003189
## SLC7A7                                    0.5001311 0.499856048  0.5001253
## TNFRSF25                                  0.5001172 0.495433945  0.5011671
## HLA.DRB3                                  0.5001088 0.499279962  0.5003549
## CXCL10                                    0.5001015 0.499209787  0.5001076
## CD28                                      0.5000920 0.499378301  0.5003553
## VSIG4                                     0.5000868 0.499815032  0.5001253
## LY86                                      0.5000849 0.499931431  0.5000670
## ZAP70                                     0.5000577 0.498173218  0.5007280
## IL12A                                     0.5000430 0.497587106  0.5007785
## ALAS2                                     0.5000000 0.500000000  0.5000000
## AOC3                                      0.5000000 0.500000000  0.5000000
## APOE                                      0.5000000 0.500000000  0.5000000
## AQP9                                      0.5000000 0.500000000  0.5000000
## BLK                                       0.5000000 0.500000000  0.5000000
## BLNK                                      0.5000000 0.500000000  0.5000000
## BPI                                       0.5000000 0.500000000  0.5000000
## C1QA                                      0.5000000 0.500000000  0.5000000
## C1QB                                      0.5000000 0.500000000  0.5000000
## CCL13                                     0.5000000 0.500000000  0.5000000
## CCL17                                     0.5000000 0.500000000  0.5000000
## CCL19                                     0.5000000 0.500000000  0.5000000
## CCR9                                      0.5000000 0.500000000  0.5000000
## CD1B                                      0.5000000 0.500000000  0.5000000
## CD1C                                      0.5000000 0.500000000  0.5000000
## CD209                                     0.5000000 0.500000000  0.5000000
## CD34                                      0.5000000 0.500000000  0.5000000
## CEACAM8                                   0.5000000 0.500000000  0.5000000
## CHI3L1                                    0.5000000 0.500000000  0.5000000
## CLC                                       0.5000000 0.500000000  0.5000000
## CLEC10A                                   0.5000000 0.500000000  0.5000000
## CNTNAP3                                   0.5000000 0.500000000  0.5000000
## CPA3                                      0.5000000 0.500000000  0.5000000
## CR2                                       0.5000000 0.500000000  0.5000000
## CXCL1                                     0.5000000 0.500000000  0.5000000
## CXCL11                                    0.5000000 0.500000000  0.5000000
## CXCL13                                    0.5000000 0.500000000  0.5000000
## CXCL3                                     0.5000000 0.500000000  0.5000000
## DEFA3                                     0.5000000 0.500000000  0.5000000
## DEFA4                                     0.5000000 0.500000000  0.5000000
## EBF1                                      0.5000000 0.500000000  0.5000000
## ELANE                                     0.5000000 0.500000000  0.5000000
## EPX                                       0.5000000 0.500000000  0.5000000
## F13A1                                     0.5000000 0.500000000  0.5000000
## F5                                        0.5000000 0.500000000  0.5000000
## FAM129C                                   0.5000000 0.500000000  0.5000000
## FCER1A                                    0.5000000 0.500000000  0.5000000
## FCER2                                     0.5000000 0.500000000  0.5000000
## FCN1                                      0.5000000 0.500000000  0.5000000
## FLT3                                      0.5000000 0.500000000  0.5000000
## GHR                                       0.5000000 0.500000000  0.5000000
## IFNA1                                     0.5000000 0.500000000  0.5000000
## IGHD_membrane                             0.5000000 0.500000000  0.5000000
## IGHE_secreted                             0.5000000 0.500000000  0.5000000
## IGHG1_membrane                            0.5000000 0.500000000  0.5000000
## IGHG1_secreted                            0.5000000 0.500000000  0.5000000
## IGHG2_secreted                            0.5000000 0.500000000  0.5000000
## IGHG3_secreted                            0.5000000 0.500000000  0.5000000
## IGHG4_secreted                            0.5000000 0.500000000  0.5000000
## IGLC3                                     0.5000000 0.500000000  0.5000000
## IL17A                                     0.5000000 0.500000000  0.5000000
## IL21                                      0.5000000 0.500000000  0.5000000
## IL25                                      0.5000000 0.500000000  0.5000000
## IL33                                      0.5000000 0.500000000  0.5000000
## IL9                                       0.5000000 0.500000000  0.5000000
## JCHAIN                                    0.5000000 0.500000000  0.5000000
## LRRC32                                    0.5000000 0.500000000  0.5000000
## MME                                       0.5000000 0.500000000  0.5000000
## MMP12                                     0.5000000 0.500000000  0.5000000
## MS4A1                                     0.5000000 0.500000000  0.5000000
## S100A12                                   0.5000000 0.500000000  0.5000000
## TCL1A                                     0.5000000 0.500000000  0.5000000
## TNFRSF17                                  0.5000000 0.500000000  0.5000000
## TPSAB1                                    0.5000000 0.500000000  0.5000000
## VPREB3                                    0.5000000 0.500000000  0.5000000
## AZU1                                      0.4999613 0.499806277  0.5000000
## CD40                                      0.4999613 0.499806277  0.5000000
## TLR8                                      0.4999613 0.499806277  0.5000000
## TNFRSF13C                                 0.4999613 0.499806277  0.5000000
## NRP1                                      0.4999517 0.488792973  0.5001515
## CD22                                      0.4999504 0.499752107  0.5000000
## GZMM                                      0.4999504 0.499752107  0.5000000
## MMP9                                      0.4999435 0.499717514  0.5000000
## PI3                                       0.4999435 0.499717514  0.5000000
## CCR4                                      0.4999225 0.499612553  0.5000000
## CD4                                       0.4999225 0.499612553  0.5000000
## CCR10                                     0.4999109 0.499748238  0.5000000
## IL17F                                     0.4999075 0.499537465  0.5000000
## BTLA                                      0.4999008 0.499504214  0.5000000
## CCL22                                     0.4998993 0.499496475  0.5000000
## KCNE3                                     0.4998993 0.499496475  0.5000000
## PDCD1                                     0.4998993 0.499496475  0.5000000
## TGFBI                                     0.4998313 0.499156537  0.4998566
## CXCL2                                     0.4997947 0.499225107  0.5000000
## IER5                                      0.4997919 0.495099374  0.4994047
## CXCL9                                     0.4997863 0.499435028  0.5000000
## TNFRSF18                                  0.4997540 0.498785256  0.4997896
## HMMR                                      0.4997468 0.290153491  0.5557090
## CXCR2                                     0.4997383 0.499256321  0.5000000
## IGHA1_secreted                            0.4997192 0.499504214  0.4997482
## ADGRE1                                    0.4997110 0.498837660  0.5000000
## VMO1                                      0.4996789 0.499244713  0.4996126
## CXCR5                                     0.4996486 0.498467559  0.5000362
## TGFB1                                     0.4996152 0.497789391  0.4997798
## IGHM_secreted                             0.4996126 0.498062766  0.5000000
## CXCR1                                     0.4995966 0.498870056  0.4997482
## CD1A                                      0.4995520 0.497863137  0.4998629
## CD14                                      0.4995125 0.498837660  0.4995375
## TNFRSF4                                   0.4994895 0.499008428  0.4994965
## TLR9                                      0.4994750 0.498149861  0.5000000
## CCR7                                      0.4994487 0.495061043  0.5003481
## CXCL16                                    0.4994387 0.495056071  0.4997115
## TCF7                                      0.4993968 0.499008428  0.4991525
## TGFB3                                     0.4992806 0.499008428  0.4991525
## TLR2                                      0.4992757 0.495869636  0.5001076
## TCF4                                      0.4992554 0.498311592  0.4992235
## LTB                                       0.4992319 0.497685167  0.4995145
## CD5                                       0.4991419 0.496418200  0.4998818
## IGHM_membrane                             0.4987272 0.494312341  0.4997539
## CMTM2                                     0.4986381 0.495925093  0.4993306
## SNCA                                      0.4985892 0.481954362  0.4986949
## CD27                                      0.4985213 0.496169991  0.4990872
## TNFSF13                                   0.4984713 0.493960476  0.4988242
## B3GAT1                                    0.4984080 0.494691757  0.4978551
## CD3G                                      0.4983464 0.494467625  0.4989162
## THBS1                                     0.4981527 0.490145242  0.5022042
## CD160                                     0.4979211 0.468808445  0.5004246
## IL12RB1                                   0.4977573 0.479957027  0.5016414
## RNASE6                                    0.4977318 0.487309761  0.4972626
## ZNF683                                    0.4976038 0.474868555  0.5024474
## IKZF2                                     0.4974133 0.487997455  0.4946280
## STAT6                                     0.4970120 0.494835661  0.4968797
## TSPAN32                                   0.4967592 0.488390615  0.4995082
## PTGDR2                                    0.4967227 0.480592717  0.5006308
## GIMAP7                                    0.4966416 0.494282021  0.4952707
## CD79B                                     0.4954610 0.487478246  0.4952348
## CTSD                                      0.4954144 0.468553246  0.4995613
## CD6                                       0.4950909 0.485121683  0.4964250
## CD3.SK7.CD3E.AHS0033.pAbO                 0.4950012 0.434957239  0.5093668
## CCR8                                      0.4949032 0.476845832  0.4988928
## CTLA4                                     0.4945054 0.475287793  0.4951715
## ATF6B                                     0.4943635 0.487285422  0.4941401
## ADGRG3                                    0.4941888 0.482496248  0.4989276
## CD103.ITGAE.AHS0001.pAbO                  0.4940338 0.452544177  0.5039130
## CX3CR1                                    0.4938765 0.484155569  0.4935905
## PECAM1                                    0.4934391 0.361942540  0.5143079
## CD8B                                      0.4932930 0.484139913  0.4904563
## CD3D                                      0.4932409 0.469335251  0.4912784
## CCR3                                      0.4931101 0.488306840  0.4904802
## VEGFA                                     0.4927900 0.463318805  0.4787695
## KLRC4                                     0.4924579 0.485025877  0.4920365
## S1PR1                                     0.4923084 0.470204408  0.4989044
## LGALS9                                    0.4922612 0.469248523  0.4946195
## MCM2                                      0.4921390 0.266810691  0.5462834
## CD38                                      0.4919581 0.457460425  0.5016646
## TNFSF13B                                  0.4917384 0.467684223  0.4965295
## PMCH                                      0.4916933 0.466723461  0.4895822
## CD86                                      0.4916057 0.415523518  0.5195524
## OAS1                                      0.4916036 0.465161521  0.4940226
## CD8.SK1.CD8A.AHS0228.pAbO                 0.4915332 0.437558731  0.4995100
## CX3CR1.CX3CR1.AHS0125.pAbO                0.4912440 0.485926910  0.4867495
## KDELR1                                    0.4909913 0.475874770  0.4942552
## IL18                                      0.4909762 0.462632035  0.4973705
## IL15                                      0.4905436 0.483360256  0.4890376
## EOMES                                     0.4902484 0.481711304  0.4902478
## NCAM1                                     0.4898759 0.482779531  0.4912561
## CHI3L2                                    0.4895217 0.480899955  0.4881171
## BCL11B                                    0.4893837 0.471476706  0.4866763
## CXCR3                                     0.4892121 0.466355144  0.4982015
## CD28.CD28.2.CD28.AHS0024.pAbO             0.4891242 0.423363194  0.5190517
## CD33                                      0.4890980 0.391807295  0.4880639
## HLA.DRA                                   0.4887674 0.246381154  0.5155556
## FOXP3                                     0.4886932 0.476752135  0.4904254
## LAG3                                      0.4883527 0.465962310  0.4793272
## GAB2                                      0.4880023 0.468294108  0.4911252
## IL2RA                                     0.4869667 0.385537089  0.4665318
## PASK                                      0.4851673 0.443813430  0.4983335
## FBXO22                                    0.4851523 0.435784041  0.4963534
## STAT1                                     0.4851366 0.451384890  0.4910884
## CD7                                       0.4847198 0.454414374  0.4888960
## CD2.CD2.AHS0029.pAbO                      0.4828269 0.388286886  0.4423327
## KLRC3                                     0.4826605 0.438301369  0.4720517
## LGALS3                                    0.4825142 0.299934573  0.5389064
## CD33.WM53.CD33.AHS0044.pAbO               0.4815835 0.338133507  0.5477676
## CD95.FAS.AHS0023.pAbO                     0.4806439 0.442531124  0.4704645
## RORA                                      0.4791890 0.464410868  0.4714817
## CD8A                                      0.4788950 0.457401562  0.4773807
## TRAT1                                     0.4783031 0.435299115  0.4489198
## HLA.DQA1                                  0.4771871 0.339110523  0.4550021
## CCR7.CCR7.AHS0273.pAbO                    0.4732803 0.379089656  0.4932732
## IL7R                                      0.4730095 0.426684881  0.4786862
## HLA.DQB1                                  0.4727806 0.319873101  0.4626687
## FOXO3                                     0.4723219 0.455492835  0.4672590
## IL12RB2                                   0.4718601 0.339163526  0.4319572
## KLRG1                                     0.4716480 0.446693179  0.4502187
## GLG1                                      0.4698038 0.442413251  0.4728414
## ITK                                       0.4696931 0.432829255  0.4781228
## CD44                                      0.4688268 0.437891301  0.4638911
## TNFSF8                                    0.4686411 0.414293556  0.4624648
## ICOS                                      0.4674509 0.404811530  0.4963788
## CBLB                                      0.4674486 0.430584564  0.4772514
## PSEN1                                     0.4669769 0.451850108  0.4661533
## TIAF1                                     0.4648390 0.437742182  0.4669817
## YBX3                                      0.4642790 0.364744152  0.4847666
## HLA.DMB                                   0.4608387 0.377481957  0.4609094
## HLA.DPB1                                  0.4605777 0.262321572  0.4676506
## DUSP1                                     0.4598690 0.429746232  0.4633347
## GNAI2                                     0.4597835 0.399128072  0.4851983
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.4588839 0.238847981  0.4191223
## GZMH                                      0.4585140 0.422295063  0.4313177
## STAT3                                     0.4579997 0.417001867  0.4669135
## CD18.ITGB2.AHS0091.pAbO                   0.4571724 0.265852815  0.3967578
## PDIA4                                     0.4556869 0.358035492  0.4847443
## Tim3.HAVCR2.AHS0016.pAbO                  0.4505817 0.324300076  0.4180315
## ITGAX                                     0.4482509 0.222092449  0.5583576
## FOXO1                                     0.4469953 0.358310388  0.4607700
## CCR1                                      0.4469634 0.407597573  0.4353340
## LEF1                                      0.4456854 0.333807866  0.4809986
## RGS1                                      0.4434772 0.267603559  0.4230649
## CCR6                                      0.4415797 0.352203942  0.4600958
## SPOCK2                                    0.4394829 0.350867594  0.4486549
## CNOT2                                     0.4391952 0.421288409  0.4425793
## TRIB2                                     0.4358002 0.306042803  0.4803989
## CD102.ICAM2.AHS0155.pAbO                  0.4356783 0.362596269  0.4413887
## PCNA                                      0.4353000 0.149402843  0.4659502
## HMGB2                                     0.4350223 0.112053769  0.5006803
## ANXA5                                     0.4341137 0.242014347  0.5133372
## NINJ2                                     0.4338534 0.386797728  0.4393826
## IFITM3                                    0.4337275 0.229237856  0.4157377
## TARP_refseq                               0.4322712 0.356462231  0.4503522
## IL4R                                      0.4314613 0.412090680  0.4328005
## CD300A                                    0.4310604 0.344953808  0.4396743
## FAS                                       0.4306310 0.330146123  0.4372177
## TIGIT                                     0.4293319 0.312782590  0.3855238
## IGBP1                                     0.4286646 0.383714118  0.4448677
## IL23R                                     0.4276935 0.351383592  0.4272547
## VNN2                                      0.4265163 0.369587909  0.4300416
## KIT                                       0.4259385 0.225808964  0.4868070
## KIR2DL1                                   0.4235887 0.323927420  0.4153222
## HLA.DPA1                                  0.4226604 0.242182867  0.4111133
## IL18RAP                                   0.4220669 0.350516510  0.4264022
## HLA.DMA                                   0.4198608 0.286989178  0.4210510
## FAM65B                                    0.4192270 0.374108044  0.4237380
## LAT                                       0.4190270 0.396225928  0.4144590
## CD161.DX12.KLRB1.AHS0002.pAbO             0.4183618 0.291674466  0.4393457
## CCR5                                      0.4172606 0.385676273  0.4154757
## ITGAL                                     0.4160325 0.387751679  0.4139626
## DPP4                                      0.4150975 0.315998634  0.4187116
## VPS28                                     0.4144286 0.377324186  0.4206937
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.4140537 0.320682996  0.4094212
## ADA                                       0.4139239 0.311018535  0.4102308
## GIMAP5                                    0.4122652 0.345762549  0.4370219
## CCR2                                      0.4120940 0.350410217  0.4112370
## TRAC                                      0.4096766 0.335944728  0.3987389
## CXCR6                                     0.4067496 0.352535167  0.4335802
## LAT2                                      0.4050832 0.336333039  0.3743545
## ITGAE                                     0.4036032 0.244862130  0.4274769
## FYB                                       0.4001376 0.353714113  0.3943565
## IFNGR1                                    0.3989705 0.367395632  0.3908936
## PRDM1                                     0.3981706 0.310592900  0.3878193
## CD244                                     0.3944197 0.353292366  0.3942495
## NCR3                                      0.3903407 0.337241072  0.3863886
## CD94.KLRD1.AHS0085.pAbO                   0.3887526 0.202506691  0.3426258
## LIPA                                      0.3868942 0.289094211  0.3902342
## PIK3AP1                                   0.3825684 0.317522519  0.3854333
## CD3E                                      0.3810699 0.329206481  0.4073582
## STAT4                                     0.3804643 0.366617805  0.3689211
## ITGAM                                     0.3792212 0.351365949  0.3777904
## XBP1                                      0.3773495 0.298642338  0.3896554
## PDIA6                                     0.3750410 0.215196387  0.4018025
## RPN2                                      0.3731998 0.258823308  0.3801395
## BIN2                                      0.3717998 0.333746802  0.3718772
## GAPDH                                     0.3710934 0.172638156  0.4429514
## IFITM2                                    0.3707925 0.184133349  0.3401716
## IKZF1                                     0.3648419 0.252364296  0.3367636
## ITGA4                                     0.3617645 0.273310678  0.3300457
## CD52                                      0.3587868 0.130001746  0.4043824
## LAP3                                      0.3522198 0.260433881  0.3630367
## CD74                                      0.3514282 0.172383153  0.3159837
## IL18R1                                    0.3510678 0.257877537  0.3819789
## BAX                                       0.3508391 0.290941604  0.3468087
## CD247                                     0.3499501 0.240769151  0.3308124
## LGALS1                                    0.3488502 0.147243258  0.3882909
## KLRC1                                     0.3469094 0.281057232  0.3499840
## ENTPD1                                    0.3453950 0.284288039  0.3341350
## HAVCR2                                    0.3403580 0.257342212  0.3330659
## GZMA                                      0.3323462 0.136078119  0.3120461
## BCL2                                      0.3311526 0.244709875  0.3321890
## CCL5                                      0.3300947 0.042244715  0.3235926
## GIMAP2                                    0.3300430 0.289969590  0.3144563
## LYN                                       0.3273183 0.270242599  0.3082651
## KLRF1                                     0.3255991 0.179277283  0.2914647
## RUNX3                                     0.3226083 0.229876091  0.3195193
## IL32                                      0.3186909 0.213250026  0.3103176
## CASP3                                     0.3181692 0.216944592  0.3260651
## ITGB2                                     0.3111517 0.165918772  0.2766888
## FYN                                       0.2993563 0.184736342  0.2562167
## APOBEC3G                                  0.2968382 0.252848401  0.3018635
## GNLY                                      0.2964066 0.145835135  0.3082589
## PIK3IP1                                   0.2951878 0.111207321  0.3670337
## CCND2                                     0.2947530 0.205624693  0.3066470
## CD37                                      0.2924597 0.192201270  0.2970728
## CD335.NCR1.AHS0068.pAbO                   0.2890573 0.128190577  0.2977154
## FCER1G                                    0.2885238 0.135991394  0.3339861
## TNFSF10                                   0.2870108 0.172666737  0.2603311
## S100A10                                   0.2847259 0.168824351  0.2812435
## CASP5                                     0.2843395 0.218925327  0.2945650
## LCK                                       0.2809175 0.208147045  0.2648901
## BTG1                                      0.2776608 0.121877624  0.3298976
## KLRB1                                     0.2620701 0.108744359  0.2671502
## CD48                                      0.2617671 0.203123525  0.2611283
## TRDC                                      0.2609057 0.153634611  0.2395039
## CTSW                                      0.2575282 0.151066544  0.2843050
## FCGR3A                                    0.2515744 0.047795429  0.2035754
## GZMK                                      0.2513456 0.060635428  0.1925418
## KLRK1                                     0.2500316 0.205725203  0.2158304
## TXK                                       0.2494668 0.157861863  0.2442927
## CD2                                       0.2263192 0.072697596  0.2411720
## SELPLG                                    0.2247694 0.137818878  0.1894476
## LAMP1                                     0.2234515 0.153834818  0.2000678
## ARL4C                                     0.2220815 0.157173304  0.1984144
## TRBC2                                     0.2213666 0.163084068  0.2078707
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.2202454 0.046102074  0.1963457
## IL2RB                                     0.1997507 0.068955739  0.1842282
## PTPRC                                     0.1992210 0.144392877  0.2154515
## DOCK8                                     0.1986253 0.123186902  0.1824944
## CST7                                      0.1953820 0.079686030  0.1471885
## CD63                                      0.1718993 0.066666647  0.1638605
## CXCR4                                     0.1707012 0.008614911  0.1360528
## PRF1                                      0.1413308 0.074773002  0.1033921
## NKG7                                      0.1402258 0.034886465  0.1389521
## HLA.A                                     0.1134709 0.050677658  0.1338825
## HLA.C                                     0.1033422 0.037499968  0.1174894
##                                             max.AUC rank.AUC
## CSF2                                      0.9751168        1
## IFNG                                      0.8982949        2
## CCL4                                      0.9747264        1
## CCL3                                      0.9456666        3
## XCL1                                      0.8625878        3
## MYC                                       0.9066236        3
## IER3                                      0.8531682        4
## TNF                                       0.8517033        5
## CD4.SK3.CD4.AHS0032.pAbO                  0.8691152        6
## ICAM1                                     0.7915425        6
## BCL2A1                                    0.8489718        6
## EGR3                                      0.8271469        8
## CCL1                                      0.7587238        3
## CD81.CD81.AHS0021.pAbO                    0.8749474        6
## DUSP2                                     0.8955978        5
## NAMPT                                     0.8066957       11
## GZMB                                      0.8078168       11
## CD69.CD69.AHS0010.pAbO                    0.7727455       16
## FOSB                                      0.6608923       19
## CD152.CTLA4.AHS0017.pAbO                  0.7297433       10
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.7161802       19
## FASLG                                     0.6685743       23
## EGR1                                      0.6769701       24
## IgM.IGHM.AHS0198.pAbO                     0.6572093       17
## IRF8                                      0.7554165       15
## BIRC3                                     0.6591518       28
## LIF                                       0.6442030       22
## TNFSF14                                   0.6309634       20
## IRF4                                      0.6800752       21
## CD226.CD226.AHS0079.pAbO                  0.7398199       15
## IL13                                      0.6260493       28
## CD26.DPP4.AHS0109.pAbO                    0.6766755       22
## TBX21                                     0.6843066       22
## CD7.CD7.AHS0043.pAbO                      0.7290420       18
## STAT5A                                    0.6184430       35
## CD1D.CD1D.AHS0219.pAbO                    0.6595972       16
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.6201357       29
## ZBED2                                     0.6024775       41
## FOSL1                                     0.5860097       42
## SEMA7A                                    0.5890724       36
## IL3                                       0.5730855       35
## JUN                                       0.6306872       36
## C10orf54                                  0.6027600       39
## CD314.KLRK1.AHS0065.pAbO                  0.7154589       20
## LTA                                       0.5788833       48
## CD215.IL15RA.AHS0212.pAbO                 0.6640721       14
## BACH2                                     0.5730655       43
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.6302729       19
## CD80                                      0.5656617       59
## KIAA0101                                  0.6781109       15
## CD22.CD22.AHS0195.pAbO                    0.5750758       38
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.5618631       56
## FTH1                                      0.5649890       61
## JUNB                                      0.5456942       60
## CD45RO.PTPRC.AHS0036.pAbO                 0.6357256       31
## TYMS                                      0.6910676       11
## CD127.IL7R.AHS0028.pAbO                   0.5548689       44
## TNFRSF8                                   0.5575548       57
## CD40LG                                    0.5495362       51
## CD38.HIT2.CD38.AHS0022.pAbO               0.7370402       20
## CD9                                       0.5545540       60
## TK1                                       0.6289245       21
## CD69                                      0.5875306       47
## IL4                                       0.5366693       68
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5420944       57
## FN1                                       0.5632076       52
## CD34.581.CD34.AHS0061.pAbO                0.5748883       49
## TNFRSF1B                                  0.5886786       44
## LAIR2                                     0.5577491       62
## CD39.ENTPD1.AHS0006.pAbO                  0.6290478       32
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.6172830       23
## CD70                                      0.6303746       35
## AURKB                                     0.6122648       24
## CD25.2A3.IL2RA.AHS0026.pAbO               0.6125569       38
## CD27.L128.CD27.AHS0249.pAbO               0.5412049       52
## CCNB1                                     0.5871492       39
## CD40.CD40.AHS0117.pAbO                    0.5309295       66
## MCM4                                      0.6216969       30
## UBE2C                                     0.5990580       31
## PTTG2                                     0.5954046       42
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.5888456       46
## CD274                                     0.5198340       69
## DUSP4                                     0.5454960       73
## MGST1                                     0.5383162       67
## IL1RN                                     0.5169740       70
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5256207       58
## IL15RA                                    0.5453695       78
## MZB1                                      0.6084799       45
## IL2                                       0.5106992       71
## CD72                                      0.5169035       74
## IL1RL1                                    0.5158983       73
## MKI67                                     0.5360594       75
## IL3RA                                     0.5196196       97
## IGKC                                      0.5197464       94
## IL6                                       0.5096740      115
## FOXP1                                     0.5104318       97
## CXCL8                                     0.5079319       78
## AIM2                                      0.5111685      104
## IgD.IGHD.AHS0058.pAbO                     0.5268209       64
## IL1B                                      0.5059497       77
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.6108146       25
## TNFRSF9                                   0.5115408      106
## GATA3                                     0.5068577       85
## TMEM97                                    0.6028106       36
## CLEC2D                                    0.5387503       82
## SELL                                      0.5215057       96
## RORC                                      0.5101789       75
## CD200                                     0.5038265       84
## POU2AF1                                   0.5031888       86
## FUT4                                      0.5092849      107
## TOP2A                                     0.6019126       26
## BCL6                                      0.5035065      122
## LAMP3                                     0.5052701      130
## CCL20                                     0.5025510       88
## PYCR1                                     0.5229595       95
## QPCT                                      0.5080339       91
## ZBTB16                                    0.5154802       97
## IL31                                      0.5012755       92
## IL6R                                      0.5012755       92
## CXCL5                                     0.5101339      111
## CD79A                                     0.5016605       94
## NT5E                                      0.5022321      141
## CD21.B.LY4.CR2.AHS0074.pAbO               0.5088565       87
## LILRB4                                    0.5009566       95
## CD24                                      0.5009870      113
## PAX5                                      0.5012755       98
## CLEC4D                                    0.5006378      112
## IL9R                                      0.5023713      138
## IL5                                       0.5024109      139
## CCL2                                      0.5006378      111
## SLAMF1                                    0.5010273      159
## SLC25A37                                  0.5020853      142
## CD163                                     0.5003189      104
## CD36                                      0.5003189      104
## CLEC4E                                    0.5003189      104
## CMKLR1                                    0.5003189      104
## IL1R2                                     0.5003189      104
## CTSG                                      0.5031888      135
## THBD                                      0.5003189      115
## ARG1                                      0.5003189      118
## MITF                                      0.5003189      118
## TLR7                                      0.5006378       99
## RNASE2                                    0.5003189      118
## SPP1                                      0.5003189      118
## CSF3                                      0.5003189      104
## IL22                                      0.5010273      100
## S100A9                                    0.5007086      165
## TREM1                                     0.5003189      104
## SLC7A7                                    0.5003189      115
## TNFRSF25                                  0.5016319       96
## HLA.DRB3                                  0.5006378      150
## CXCL10                                    0.5007083      165
## CD28                                      0.5006378      101
## VSIG4                                     0.5003189      115
## LY86                                      0.5003189      158
## ZAP70                                     0.5010605      144
## IL12A                                     0.5012755      148
## ALAS2                                     0.5000000      124
## AOC3                                      0.5000000      124
## APOE                                      0.5000000      124
## AQP9                                      0.5000000      124
## BLK                                       0.5000000      124
## BLNK                                      0.5000000      124
## BPI                                       0.5000000      124
## C1QA                                      0.5000000      124
## C1QB                                      0.5000000      124
## CCL13                                     0.5000000      124
## CCL17                                     0.5000000      124
## CCL19                                     0.5000000      124
## CCR9                                      0.5000000      124
## CD1B                                      0.5000000      124
## CD1C                                      0.5000000      124
## CD209                                     0.5000000      124
## CD34                                      0.5000000      124
## CEACAM8                                   0.5000000      124
## CHI3L1                                    0.5000000      124
## CLC                                       0.5000000      124
## CLEC10A                                   0.5000000      124
## CNTNAP3                                   0.5000000      124
## CPA3                                      0.5000000      124
## CR2                                       0.5000000      124
## CXCL1                                     0.5000000      124
## CXCL11                                    0.5000000      124
## CXCL13                                    0.5000000      124
## CXCL3                                     0.5000000      124
## DEFA3                                     0.5000000      124
## DEFA4                                     0.5000000      124
## EBF1                                      0.5000000      124
## ELANE                                     0.5000000      124
## EPX                                       0.5000000      124
## F13A1                                     0.5000000      124
## F5                                        0.5000000      124
## FAM129C                                   0.5000000      124
## FCER1A                                    0.5000000      124
## FCER2                                     0.5000000      124
## FCN1                                      0.5000000      124
## FLT3                                      0.5000000      124
## GHR                                       0.5000000      124
## IFNA1                                     0.5000000      124
## IGHD_membrane                             0.5000000      124
## IGHE_secreted                             0.5000000      124
## IGHG1_membrane                            0.5000000      124
## IGHG1_secreted                            0.5000000      124
## IGHG2_secreted                            0.5000000      124
## IGHG3_secreted                            0.5000000      124
## IGHG4_secreted                            0.5000000      124
## IGLC3                                     0.5000000      124
## IL17A                                     0.5000000      124
## IL21                                      0.5000000      124
## IL25                                      0.5000000      124
## IL33                                      0.5000000      124
## IL9                                       0.5000000      124
## JCHAIN                                    0.5000000      124
## LRRC32                                    0.5000000      124
## MME                                       0.5000000      124
## MMP12                                     0.5000000      124
## MS4A1                                     0.5000000      124
## S100A12                                   0.5000000      124
## TCL1A                                     0.5000000      124
## TNFRSF17                                  0.5000000      124
## TPSAB1                                    0.5000000      124
## VPREB3                                    0.5000000      124
## AZU1                                      0.5000000      172
## CD40                                      0.5000000      172
## TLR8                                      0.5000000      172
## TNFRSF13C                                 0.5000000      172
## NRP1                                      0.5059296      114
## CD22                                      0.5000000      124
## GZMM                                      0.5000000      124
## MMP9                                      0.5000000      124
## PI3                                       0.5000000      124
## CCR4                                      0.5000000      172
## CD4                                       0.5000000      172
## CCR10                                     0.5000000      172
## IL17F                                     0.5000000      124
## BTLA                                      0.5000000      124
## CCL22                                     0.5000000      124
## KCNE3                                     0.5000000      124
## PDCD1                                     0.5000000      124
## TGFBI                                     0.5003189      169
## CXCL2                                     0.5000000      172
## IER5                                      0.5031946      128
## CXCL9                                     0.5000000      124
## TNFRSF18                                  0.5003857      167
## HMMR                                      0.5633901       48
## CXCR2                                     0.5000000      124
## IGHA1_secreted                            0.5000000      194
## ADGRE1                                    0.5000000      172
## VMO1                                      0.5000000      194
## CXCR5                                     0.5003189      169
## TGFB1                                     0.5005086      164
## IGHM_secreted                             0.5000000      172
## CXCR1                                     0.5000000      172
## CD1A                                      0.5003857      167
## CD14                                      0.5000000      190
## TNFRSF4                                   0.5000000      172
## TLR9                                      0.5000000      190
## CCR7                                      0.5012755      154
## CXCL16                                    0.5040755      142
## TCF7                                      0.5000000      124
## TGFB3                                     0.4997482      222
## TLR2                                      0.5002125      183
## TCF4                                      0.4998818      244
## LTB                                       0.5000980      123
## CD5                                       0.5006378      150
## IGHM_membrane                             0.5003189      169
## CMTM2                                     0.5005321      162
## SNCA                                      0.5094560      112
## CD27                                      0.5006378      150
## TNFSF13                                   0.5006573      160
## B3GAT1                                    0.5028962      132
## CD3G                                      0.5022590      135
## THBS1                                     0.5036554       81
## CD160                                     0.5175498       94
## IL12RB1                                   0.5131167      118
## RNASE6                                    0.5054953      119
## ZNF683                                    0.5057613      118
## IKZF2                                     0.5115855      110
## STAT6                                     0.4996065      216
## TSPAN32                                   0.5031190       83
## PTGDR2                                    0.5018606      142
## GIMAP7                                    0.5012307      151
## CD79B                                     0.5020112      137
## CTSD                                      0.5095455      128
## CD6                                       0.5009923      159
## CD3.SK7.CD3E.AHS0033.pAbO                 0.5233826       65
## CCR8                                      0.5026206      132
## CTLA4                                     0.5172372       99
## ATF6B                                     0.5009894      168
## ADGRG3                                    0.4996134      276
## CD103.ITGAE.AHS0001.pAbO                  0.5108513       80
## CX3CR1                                    0.5053894      120
## PECAM1                                    0.5524752       70
## CD8B                                      0.5035590      126
## CD3D                                      0.5224863       90
## CCR3                                      0.4997824      280
## VEGFA                                     0.5428918       75
## KLRC4                                     0.5028684      133
## S1PR1                                     0.5046555      122
## LGALS9                                    0.5039580      124
## MCM2                                      0.6160970       34
## CD38                                      0.5072253      110
## TNFSF13B                                  0.5060960      135
## PMCH                                      0.5217831       96
## CD86                                      0.5399224       78
## OAS1                                      0.5079589      108
## CD8.SK1.CD8A.AHS0228.pAbO                 0.5134575      113
## CX3CR1.CX3CR1.AHS0125.pAbO                0.5042218      123
## KDELR1                                    0.5001951      184
## IL18                                      0.5140650       98
## IL15                                      0.4965378      283
## EOMES                                     0.5036811      125
## NCAM1                                     0.4981098      274
## CHI3L2                                    0.4969171      251
## BCL11B                                    0.5147321       99
## CXCR3                                     0.5151332      115
## CD28.CD28.2.CD28.AHS0024.pAbO             0.5270002       62
## CD33                                      0.5442530       65
## HLA.DRA                                   0.6271761       36
## FOXP3                                     0.4981847      278
## LAG3                                      0.5110289      107
## GAB2                                      0.5015944      150
## IL2RA                                     0.6132608       37
## PASK                                      0.5016947      146
## FBXO22                                    0.5199505      107
## STAT1                                     0.5151761       97
## CD7                                       0.4982706      263
## CD2.CD2.AHS0029.pAbO                      0.7257270       22
## KLRC3                                     0.5679047       61
## LGALS3                                    0.5564924       63
## CD33.WM53.CD33.AHS0044.pAbO               0.5933329       38
## CD95.FAS.AHS0023.pAbO                     0.5248346       93
## RORA                                      0.5184554       92
## CD8A                                      0.5021661      136
## TRAT1                                     0.5340284       87
## HLA.DQA1                                  0.5844620       50
## CCR7.CCR7.AHS0273.pAbO                    0.5194419       76
## IL7R                                      0.4994689      290
## HLA.DQB1                                  0.5949901       43
## FOXO3                                     0.4895959      317
## IL12RB2                                   0.6374312       32
## KLRG1                                     0.5113917      105
## GLG1                                      0.4887277      309
## ITK                                       0.5160739       67
## CD44                                      0.5186829       63
## TNFSF8                                    0.5136362      102
## ICOS                                      0.5097081      114
## CBLB                                      0.4998802      260
## PSEN1                                     0.4848247      331
## TIAF1                                     0.4921480      317
## YBX3                                      0.5496661       69
## HLA.DMB                                   0.5272429       86
## HLA.DPB1                                  0.5915536       45
## DUSP1                                     0.4825024      302
## GNAI2                                     0.5055381      121
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.7384036       19
## GZMH                                      0.5436845       74
## STAT3                                     0.4837545      311
## CD18.ITGB2.AHS0091.pAbO                   0.8070080        9
## PDIA4                                     0.5201938       88
## Tim3.HAVCR2.AHS0016.pAbO                  0.6140007       44
## ITGAX                                     0.5967707       34
## FOXO1                                     0.5115421      104
## CCR1                                      0.4910125      322
## LEF1                                      0.4987831      256
## RGS1                                      0.5723769       53
## CCR6                                      0.5036144      127
## SPOCK2                                    0.4954446      300
## CNOT2                                     0.4450082      335
## TRIB2                                     0.5013036      147
## CD102.ICAM2.AHS0155.pAbO                  0.4824172      344
## PCNA                                      0.5973702       27
## HMGB2                                     0.5701099       40
## ANXA5                                     0.5389085       62
## NINJ2                                     0.4657957      350
## IFITM3                                    0.6113819       45
## TARP_refseq                               0.4843962      323
## IL4R                                      0.4558146      345
## CD300A                                    0.5031412       82
## FAS                                       0.4911511      319
## TIGIT                                     0.5997101       42
## IGBP1                                     0.4732686      348
## IL23R                                     0.4924727      316
## VNN2                                      0.4657974      341
## KIT                                       0.5483536       55
## KIR2DL1                                   0.6138478       40
## HLA.DPA1                                  0.5714781       55
## IL18RAP                                   0.5017988      139
## HLA.DMA                                   0.5071684      116
## FAM65B                                    0.4782593      342
## LAT                                       0.4434187      375
## CD161.DX12.KLRB1.AHS0002.pAbO             0.4970602      307
## CCR5                                      0.4595682      361
## ITGAL                                     0.4390062      364
## DPP4                                      0.4776286      344
## VPS28                                     0.4668509      356
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.5410938       76
## ADA                                       0.4980391      311
## GIMAP5                                    0.4570697      344
## CCR2                                      0.4831138      339
## TRAC                                      0.5012060      158
## CXCR6                                     0.4495532      333
## LAT2                                      0.5224695       95
## ITGAE                                     0.4693121      356
## FYB                                       0.4421152      350
## IFNGR1                                    0.4281593      382
## PRDM1                                     0.5081952      112
## CD244                                     0.4289557      379
## NCR3                                      0.4657789      351
## CD94.KLRD1.AHS0085.pAbO                   0.7187813       23
## LIPA                                      0.4572121      368
## PIK3AP1                                   0.4376149      343
## CD3E                                      0.4190044      356
## STAT4                                     0.4036903      391
## ITGAM                                     0.4204445      397
## XBP1                                      0.4345058      386
## PDIA6                                     0.4938811      323
## RPN2                                      0.4804732      341
## BIN2                                      0.4247162      390
## GAPDH                                     0.5677690       69
## IFITM2                                    0.5541020       79
## IKZF1                                     0.4763130      346
## ITGA4                                     0.4783759      336
## CD52                                      0.4595405      327
## LAP3                                      0.4434028      376
## CD74                                      0.5713209       57
## IL18R1                                    0.3997086      372
## BAX                                       0.4272015      393
## CD247                                     0.5251011       87
## LGALS1                                    0.4421513      377
## KLRC1                                     0.3961087      395
## ENTPD1                                    0.4147282      386
## HAVCR2                                    0.4515501      366
## GZMA                                      0.5111851      101
## BCL2                                      0.4265920      382
## CCL5                                      0.7271323       21
## GIMAP2                                    0.4214901      401
## LYN                                       0.4083479      408
## KLRF1                                     0.5527036       65
## RUNX3                                     0.4035603      403
## IL32                                      0.3949367      394
## CASP3                                     0.3764922      404
## ITGB2                                     0.5877441       47
## FYN                                       0.4358631      380
## APOBEC3G                                  0.3420229      429
## GNLY                                      0.4126070      371
## PIK3IP1                                   0.3883805      385
## CCND2                                     0.3352499      414
## CD37                                      0.3583712      401
## CD335.NCR1.AHS0068.pAbO                   0.4135638      362
## FCER1G                                    0.4073074      368
## TNFSF10                                   0.4164870      405
## S100A10                                   0.3940095      418
## CASP5                                     0.3227142      429
## LCK                                       0.4108066      396
## BTG1                                      0.4133354      363
## KLRB1                                     0.3933202      380
## CD48                                      0.3583479      436
## TRDC                                      0.4084715      399
## CTSW                                      0.3923258      420
## FCGR3A                                    0.6560916       26
## GZMK                                      0.5557337       64
## KLRK1                                     0.3134504      439
## TXK                                       0.3504365      405
## CD2                                       0.3527564      425
## SELPLG                                    0.3897185      426
## LAMP1                                     0.3071422      436
## ARL4C                                     0.3471358      437
## TRBC2                                     0.3107879      448
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.4537855      364
## IL2RB                                     0.3146620      420
## PTPRC                                     0.2375830      458
## DOCK8                                     0.2969721      452
## CST7                                      0.4003462      404
## CD63                                      0.3283458      446
## CXCR4                                     0.3597151      423
## PRF1                                      0.2282803      459
## NKG7                                      0.2734111      450
## HLA.A                                     0.1853536      474
## HLA.C                                     0.1824938      476
##                                           mean.logFC.detected
## CSF2                                             4.212629e-01
## IFNG                                             3.003851e-01
## CCL4                                             8.358067e-03
## CCL3                                             1.055717e-01
## XCL1                                             1.225181e+00
## MYC                                              6.240873e-01
## IER3                                             1.764620e+00
## TNF                                              3.249267e-01
## CD4.SK3.CD4.AHS0032.pAbO                         2.940899e-01
## ICAM1                                            7.272989e-01
## BCL2A1                                           1.175421e+00
## EGR3                                             2.079520e+00
## CCL1                                             1.344598e+00
## CD81.CD81.AHS0021.pAbO                           0.000000e+00
## DUSP2                                            7.461201e-01
## NAMPT                                            6.197463e-01
## GZMB                                             4.713826e-03
## CD69.CD69.AHS0010.pAbO                           0.000000e+00
## FOSB                                             1.741972e+00
## CD152.CTLA4.AHS0017.pAbO                         1.117439e-04
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                  8.244669e-03
## FASLG                                            1.401464e+00
## EGR1                                             1.173926e+00
## IgM.IGHM.AHS0198.pAbO                            3.324066e-02
## IRF8                                             1.493835e-01
## BIRC3                                            2.640676e-01
## LIF                                              2.084752e+00
## TNFSF14                                          4.987773e-01
## IRF4                                             1.276878e+00
## CD226.CD226.AHS0079.pAbO                         9.490127e-03
## IL13                                             2.322584e+00
## CD26.DPP4.AHS0109.pAbO                           0.000000e+00
## TBX21                                            6.708272e-01
## CD7.CD7.AHS0043.pAbO                             0.000000e+00
## STAT5A                                           1.002945e+00
## CD1D.CD1D.AHS0219.pAbO                           3.949203e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO        5.258440e-04
## ZBED2                                            2.182323e+00
## FOSL1                                            2.776309e+00
## SEMA7A                                           2.105457e+00
## IL3                                              1.532826e+00
## JUN                                              9.258576e-01
## C10orf54                                         9.898366e-01
## CD314.KLRK1.AHS0065.pAbO                         2.667952e-04
## LTA                                              1.016743e+00
## CD215.IL15RA.AHS0212.pAbO                        1.171925e-03
## BACH2                                            1.489153e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO               1.538548e-03
## CD80                                             8.912121e-01
## KIAA0101                                         1.033269e+00
## CD22.CD22.AHS0195.pAbO                           6.339033e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO                    8.491149e-02
## FTH1                                             1.019004e+00
## JUNB                                             1.690290e+00
## CD45RO.PTPRC.AHS0036.pAbO                        6.447409e-02
## TYMS                                             4.461695e-01
## CD127.IL7R.AHS0028.pAbO                          1.084954e-02
## TNFRSF8                                          1.815734e+00
## CD40LG                                           1.763546e+00
## CD38.HIT2.CD38.AHS0022.pAbO                      0.000000e+00
## CD9                                              8.054435e-01
## TK1                                              1.176753e+00
## CD69                                             1.602316e-01
## IL4                                              1.801701e+00
## CD5.UCHT2.CD5.AHS0047.pAbO                       1.144978e-01
## FN1                                              1.063306e+00
## CD34.581.CD34.AHS0061.pAbO                       3.309424e-02
## TNFRSF1B                                         5.427774e-01
## LAIR2                                            5.401125e-01
## CD39.ENTPD1.AHS0006.pAbO                         9.651343e-04
## CD45RA.HI100.PTPRC.AHS0009.pAbO                  3.783347e-03
## CD70                                             4.312469e-01
## AURKB                                            1.036782e+00
## CD25.2A3.IL2RA.AHS0026.pAbO                      1.318331e-02
## CD27.L128.CD27.AHS0249.pAbO                      1.201405e-01
## CCNB1                                            1.123243e+00
## CD40.CD40.AHS0117.pAbO                           3.099829e-01
## MCM4                                             7.622071e-01
## UBE2C                                            1.264363e+00
## PTTG2                                            7.259777e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO                    3.957621e-02
## CD274                                            1.385235e+00
## DUSP4                                            4.227065e-01
## MGST1                                            7.377189e-01
## IL1RN                                            1.938678e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO              4.592577e-02
## IL15RA                                           4.558380e-01
## MZB1                                             5.013682e-01
## IL2                                              2.024846e+00
## CD72                                             1.079949e+00
## IL1RL1                                           4.657630e-01
## MKI67                                            1.306175e+00
## IL3RA                                            5.584931e-01
## IGKC                                             9.498573e-01
## IL6                                              1.358372e+00
## FOXP1                                            7.425757e-01
## CXCL8                                            1.576335e+00
## AIM2                                             7.693188e-01
## IgD.IGHD.AHS0058.pAbO                            5.869403e-02
## IL1B                                             2.036706e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                 0.000000e+00
## TNFRSF9                                          1.632405e+00
## GATA3                                            9.787444e-01
## TMEM97                                           6.436581e-01
## CLEC2D                                           4.364175e-01
## SELL                                             5.930346e-01
## RORC                                             1.607583e+00
## CD200                                            2.203699e+00
## POU2AF1                                          2.730434e+00
## FUT4                                             2.604612e-01
## TOP2A                                            4.966315e-01
## BCL6                                             4.348254e-01
## LAMP3                                            7.549307e-01
## CCL20                                            1.835562e+00
## PYCR1                                            5.723932e-01
## QPCT                                             3.505920e-01
## ZBTB16                                           1.972147e-01
## IL31                                             2.239509e+00
## IL6R                                             2.239509e+00
## CXCL5                                            1.889092e-01
## CD79A                                            1.153025e+00
## NT5E                                             1.237683e+00
## CD21.B.LY4.CR2.AHS0074.pAbO                      5.584066e-02
## LILRB4                                           1.755567e+00
## CD24                                             3.936312e-01
## PAX5                                             7.655941e-01
## CLEC4D                                           1.015186e+00
## IL9R                                             6.782727e-01
## IL5                                              3.876341e-01
## CCL2                                             8.151861e-01
## SLAMF1                                           5.755287e-01
## SLC25A37                                         2.905221e-01
## CD163                                            9.513045e-01
## CD36                                             9.513045e-01
## CLEC4E                                           9.513045e-01
## CMKLR1                                           9.513045e-01
## IL1R2                                            9.513045e-01
## CTSG                                             1.184985e+00
## THBD                                             8.143378e-01
## ARG1                                             8.143378e-01
## MITF                                             8.143378e-01
## TLR7                                             1.053634e+00
## RNASE2                                           6.464221e-01
## SPP1                                             6.464221e-01
## CSF3                                             7.513045e-01
## IL22                                             4.393909e-01
## S100A9                                           3.605992e-01
## TREM1                                            5.853520e-01
## SLC7A7                                           4.312908e-01
## TNFRSF25                                         7.302553e-01
## HLA.DRB3                                         3.399854e-01
## CXCL10                                           2.543392e-01
## CD28                                             3.288613e-01
## VSIG4                                            3.409694e-01
## LY86                                             2.049239e-01
## ZAP70                                            5.374655e-02
## IL12A                                            5.350434e-01
## ALAS2                                           -1.281371e-16
## AOC3                                            -1.281371e-16
## APOE                                            -1.281371e-16
## AQP9                                            -1.281371e-16
## BLK                                             -1.281371e-16
## BLNK                                            -1.281371e-16
## BPI                                             -1.281371e-16
## C1QA                                            -1.281371e-16
## C1QB                                            -1.281371e-16
## CCL13                                           -1.281371e-16
## CCL17                                           -1.281371e-16
## CCL19                                           -1.281371e-16
## CCR9                                            -1.281371e-16
## CD1B                                            -1.281371e-16
## CD1C                                            -1.281371e-16
## CD209                                           -1.281371e-16
## CD34                                            -1.281371e-16
## CEACAM8                                         -1.281371e-16
## CHI3L1                                          -1.281371e-16
## CLC                                             -1.281371e-16
## CLEC10A                                         -1.281371e-16
## CNTNAP3                                         -1.281371e-16
## CPA3                                            -1.281371e-16
## CR2                                             -1.281371e-16
## CXCL1                                           -1.281371e-16
## CXCL11                                          -1.281371e-16
## CXCL13                                          -1.281371e-16
## CXCL3                                           -1.281371e-16
## DEFA3                                           -1.281371e-16
## DEFA4                                           -1.281371e-16
## EBF1                                            -1.281371e-16
## ELANE                                           -1.281371e-16
## EPX                                             -1.281371e-16
## F13A1                                           -1.281371e-16
## F5                                              -1.281371e-16
## FAM129C                                         -1.281371e-16
## FCER1A                                          -1.281371e-16
## FCER2                                           -1.281371e-16
## FCN1                                            -1.281371e-16
## FLT3                                            -1.281371e-16
## GHR                                             -1.281371e-16
## IFNA1                                           -1.281371e-16
## IGHD_membrane                                   -1.281371e-16
## IGHE_secreted                                   -1.281371e-16
## IGHG1_membrane                                  -1.281371e-16
## IGHG1_secreted                                  -1.281371e-16
## IGHG2_secreted                                  -1.281371e-16
## IGHG3_secreted                                  -1.281371e-16
## IGHG4_secreted                                  -1.281371e-16
## IGLC3                                           -1.281371e-16
## IL17A                                           -1.281371e-16
## IL21                                            -1.281371e-16
## IL25                                            -1.281371e-16
## IL33                                            -1.281371e-16
## IL9                                             -1.281371e-16
## JCHAIN                                          -1.281371e-16
## LRRC32                                          -1.281371e-16
## MME                                             -1.281371e-16
## MMP12                                           -1.281371e-16
## MS4A1                                           -1.281371e-16
## S100A12                                         -1.281371e-16
## TCL1A                                           -1.281371e-16
## TNFRSF17                                        -1.281371e-16
## TPSAB1                                          -1.281371e-16
## VPREB3                                          -1.281371e-16
## AZU1                                            -1.369667e-01
## CD40                                            -1.369667e-01
## TLR8                                            -1.369667e-01
## TNFRSF13C                                       -1.369667e-01
## NRP1                                             4.143916e-01
## CD22                                            -1.659524e-01
## GZMM                                            -1.659524e-01
## MMP9                                            -1.830469e-01
## PI3                                             -1.830469e-01
## CCR4                                            -2.294656e-01
## CD4                                             -2.294656e-01
## CCR10                                           -3.048823e-01
## IL17F                                           -2.000000e-01
## BTLA                                            -2.706403e-01
## CCL22                                           -2.733683e-01
## KCNE3                                           -2.733683e-01
## PDCD1                                           -2.733683e-01
## TGFBI                                           -1.519494e-01
## CXCL2                                           -5.235629e-01
## IER5                                             6.736500e-02
## CXCL9                                           -5.675279e-01
## TNFRSF18                                        -1.618015e-01
## HMMR                                             9.133444e-01
## CXCR2                                           -6.414525e-01
## IGHA1_secreted                                  -7.755226e-01
## ADGRE1                                          -6.261888e-01
## VMO1                                            -7.798937e-01
## CXCR5                                           -2.647788e-01
## TGFB1                                           -7.065401e-02
## IGHM_secreted                                   -5.645527e-01
## CXCR1                                           -1.000095e+00
## CD1A                                            -2.744151e-01
## CD14                                            -1.103254e+00
## TNFRSF4                                         -1.219860e+00
## TLR9                                            -8.200329e-01
## CCR7                                             3.464383e-01
## CXCL16                                           8.055934e-03
## TCF7                                            -1.266887e+00
## TGFB3                                           -1.566287e+00
## TLR2                                            -2.681113e-01
## TCF4                                            -7.482216e-01
## LTB                                             -2.286495e-01
## CD5                                             -4.570024e-01
## IGHM_membrane                                   -6.048215e-01
## CMTM2                                           -3.385081e-01
## SNCA                                             1.860104e-01
## CD27                                            -7.264970e-01
## TNFSF13                                         -1.624938e-01
## B3GAT1                                          -2.115893e-01
## CD3G                                            -1.774356e-01
## THBS1                                           -4.506926e-02
## CD160                                            8.037566e-01
## IL12RB1                                          4.614763e-02
## RNASE6                                          -5.127959e-02
## ZNF683                                           5.242219e-01
## IKZF2                                            1.612446e-03
## STAT6                                           -3.813060e-01
## TSPAN32                                         -1.797902e-01
## PTGDR2                                          -9.986874e-02
## GIMAP7                                          -7.624020e-01
## CD79B                                           -6.392941e-01
## CTSD                                             3.541890e-02
## CD6                                             -1.317113e+00
## CD3.SK7.CD3E.AHS0033.pAbO                        1.361183e-02
## CCR8                                            -4.916440e-03
## CTLA4                                            3.524933e-03
## ATF6B                                           -2.643356e-01
## ADGRG3                                          -3.690661e-01
## CD103.ITGAE.AHS0001.pAbO                         2.340750e-02
## CX3CR1                                          -4.199197e-01
## PECAM1                                           3.199007e-01
## CD8B                                            -5.754510e-01
## CD3D                                             7.098323e-03
## CCR3                                            -1.330406e+00
## VEGFA                                            1.477359e-01
## KLRC4                                           -5.227309e-01
## S1PR1                                           -2.664321e-01
## LGALS9                                          -3.016647e-01
## MCM2                                             4.635053e-01
## CD38                                            -1.104142e-01
## TNFSF13B                                        -2.626581e-01
## PMCH                                            -4.450514e-02
## CD86                                             1.753808e-01
## OAS1                                            -1.491079e-01
## CD8.SK1.CD8A.AHS0228.pAbO                        5.036294e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                       2.461067e-02
## KDELR1                                          -4.486957e-01
## IL18                                            -1.251072e-01
## IL15                                            -2.724235e-01
## EOMES                                           -7.804233e-01
## NCAM1                                           -6.766178e-01
## CHI3L2                                          -6.124320e-01
## BCL11B                                          -2.047315e-01
## CXCR3                                            1.089519e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                    1.646455e-02
## CD33                                             2.034387e-01
## HLA.DRA                                          3.674734e-01
## FOXP3                                           -8.968399e-01
## LAG3                                            -1.312195e-01
## GAB2                                            -7.341081e-02
## IL2RA                                            1.416909e-01
## PASK                                            -2.449608e-01
## FBXO22                                          -1.129152e-02
## STAT1                                           -1.008051e-01
## CD7                                             -1.974517e-02
## CD2.CD2.AHS0029.pAbO                             0.000000e+00
## KLRC3                                            2.351569e-01
## LGALS3                                           2.587760e-01
## CD33.WM53.CD33.AHS0044.pAbO                      2.546030e-02
## CD95.FAS.AHS0023.pAbO                            0.000000e+00
## RORA                                            -3.843193e-01
## CD8A                                            -1.439656e-01
## TRAT1                                           -2.176543e-02
## HLA.DQA1                                         3.399336e-01
## CCR7.CCR7.AHS0273.pAbO                           4.321114e-03
## IL7R                                            -8.153896e-01
## HLA.DQB1                                         2.513779e-01
## FOXO3                                           -5.189043e-01
## IL12RB2                                          3.564654e-01
## KLRG1                                           -7.042390e-01
## GLG1                                            -5.704280e-01
## ITK                                              2.171659e-01
## CD44                                             1.637683e-01
## TNFSF8                                          -7.171368e-01
## ICOS                                            -1.042639e-02
## CBLB                                            -5.998838e-02
## PSEN1                                           -3.141813e-01
## TIAF1                                           -3.507698e-01
## YBX3                                             1.540734e-01
## HLA.DMB                                         -6.808983e-02
## HLA.DPB1                                         2.207949e-01
## DUSP1                                           -2.727771e-01
## GNAI2                                            4.433632e-03
## IgG.IGHG1_2_3_4.AHS0059.pAbO                     1.134733e-03
## GZMH                                            -2.655882e-01
## STAT3                                           -1.472246e-01
## CD18.ITGB2.AHS0091.pAbO                          0.000000e+00
## PDIA4                                            1.142051e-01
## Tim3.HAVCR2.AHS0016.pAbO                         5.338374e-04
## ITGAX                                            2.810561e-01
## FOXO1                                           -6.323053e-01
## CCR1                                            -7.826984e-01
## LEF1                                            -3.539164e-01
## RGS1                                             7.387192e-02
## CCR6                                            -9.271055e-01
## SPOCK2                                          -1.002881e+00
## CNOT2                                            1.750953e-01
## TRIB2                                           -1.536529e-01
## CD102.ICAM2.AHS0155.pAbO                        -1.153220e-02
## PCNA                                             9.820703e-02
## HMGB2                                            3.473317e-02
## ANXA5                                            2.185562e-01
## NINJ2                                           -8.820040e-02
## IFITM3                                           2.303748e-01
## TARP_refseq                                      1.013534e-01
## IL4R                                             1.800133e-01
## CD300A                                          -8.487810e-02
## FAS                                              9.829609e-02
## TIGIT                                           -9.372315e-03
## IGBP1                                           -5.130326e-03
## IL23R                                           -2.617992e-01
## VNN2                                            -6.699876e-01
## KIT                                             -1.467101e-01
## KIR2DL1                                          2.745606e-02
## HLA.DPA1                                         1.165439e-01
## IL18RAP                                          8.682168e-02
## HLA.DMA                                          1.911864e-03
## FAM65B                                          -9.383161e-01
## LAT                                             -3.954388e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                   -9.321790e-04
## CCR5                                            -6.747302e-01
## ITGAL                                           -3.997529e-01
## DPP4                                            -4.591290e-02
## VPS28                                           -2.011352e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                 -4.106862e-03
## ADA                                              1.166473e-01
## GIMAP5                                          -1.121599e+00
## CCR2                                            -1.676747e+00
## TRAC                                            -5.011668e-01
## CXCR6                                           -6.270313e-01
## LAT2                                            -1.609943e-01
## ITGAE                                           -3.680913e-02
## FYB                                             -3.792170e-01
## IFNGR1                                          -1.605300e-01
## PRDM1                                            4.977153e-02
## CD244                                           -5.313299e-01
## NCR3                                            -1.297760e-02
## CD94.KLRD1.AHS0085.pAbO                          2.606681e-04
## LIPA                                             3.420908e-02
## PIK3AP1                                         -2.015315e-01
## CD3E                                            -4.670392e-02
## STAT4                                            9.169983e-02
## ITGAM                                            4.867022e-02
## XBP1                                             5.905328e-02
## PDIA6                                            1.566047e-01
## RPN2                                             1.524844e-01
## BIN2                                            -3.401317e-01
## GAPDH                                            1.629456e-02
## IFITM2                                           1.349053e-01
## IKZF1                                           -1.602251e-01
## ITGA4                                           -2.874934e-01
## CD52                                             4.647230e-02
## LAP3                                             8.726140e-02
## CD74                                             4.140961e-02
## IL18R1                                          -1.682401e-01
## BAX                                             -2.001180e-01
## CD247                                           -7.838438e-02
## LGALS1                                           2.306078e-03
## KLRC1                                            2.789945e-02
## ENTPD1                                          -1.535902e-01
## HAVCR2                                           3.259118e-02
## GZMA                                            -5.166609e-04
## BCL2                                            -3.957977e-01
## CCL5                                             1.652405e-02
## GIMAP2                                          -1.169171e+00
## LYN                                             -8.077639e-02
## KLRF1                                           -2.287794e-01
## RUNX3                                            1.873090e-02
## IL32                                             2.226665e-02
## CASP3                                           -8.009198e-02
## ITGB2                                           -1.379917e-02
## FYN                                              5.816028e-03
## APOBEC3G                                         1.208028e-02
## GNLY                                             1.226137e-03
## PIK3IP1                                         -1.714911e+00
## CCND2                                            3.160520e-02
## CD37                                            -2.373986e-01
## CD335.NCR1.AHS0068.pAbO                         -4.516434e-03
## FCER1G                                           2.763475e-03
## TNFSF10                                          1.697742e-03
## S100A10                                          2.306995e-02
## CASP5                                           -1.689937e-01
## LCK                                             -1.753253e-01
## BTG1                                            -2.389710e-02
## KLRB1                                           -2.796113e-01
## CD48                                            -3.151210e-04
## TRDC                                            -9.269831e-02
## CTSW                                             1.254196e-02
## FCGR3A                                          -1.819407e-01
## GZMK                                            -1.482672e-01
## KLRK1                                           -8.870180e-02
## TXK                                             -5.793433e-01
## CD2                                             -1.489835e-02
## SELPLG                                          -5.900543e-01
## LAMP1                                           -2.194605e-02
## ARL4C                                           -8.355134e-01
## TRBC2                                            6.231839e-04
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO           -3.583865e-04
## IL2RB                                           -5.536789e-04
## PTPRC                                           -4.259579e-02
## DOCK8                                           -8.950501e-02
## CST7                                            -5.374877e-03
## CD63                                            -2.028999e-03
## CXCR4                                           -5.405485e-01
## PRF1                                             2.239357e-04
## NKG7                                            -3.694842e-03
## HLA.A                                            0.000000e+00
## HLA.C                                            0.000000e+00
##                                           min.logFC.detected
## CSF2                                            1.158374e-01
## IFNG                                            1.615903e-01
## CCL4                                            0.000000e+00
## CCL3                                            1.217239e-02
## XCL1                                            4.341010e-01
## MYC                                             2.161323e-01
## IER3                                            1.012382e+00
## TNF                                             1.761407e-01
## CD4.SK3.CD4.AHS0032.pAbO                        1.266820e-01
## ICAM1                                           5.304812e-01
## BCL2A1                                          2.381824e-01
## EGR3                                            3.254994e-01
## CCL1                                            1.119299e+00
## CD81.CD81.AHS0021.pAbO                          0.000000e+00
## DUSP2                                          -4.242662e-02
## NAMPT                                           9.159478e-02
## GZMB                                            0.000000e+00
## CD69.CD69.AHS0010.pAbO                          0.000000e+00
## FOSB                                            9.347717e-01
## CD152.CTLA4.AHS0017.pAbO                        0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                -2.202420e-03
## FASLG                                           4.752869e-01
## EGR1                                            2.609102e-01
## IgM.IGHM.AHS0198.pAbO                           1.974870e-02
## IRF8                                           -1.080522e-02
## BIRC3                                           1.336126e-01
## LIF                                             6.515720e-01
## TNFSF14                                         3.602534e-01
## IRF4                                            2.246049e-01
## CD226.CD226.AHS0079.pAbO                        1.421762e-03
## IL13                                            8.659633e-01
## CD26.DPP4.AHS0109.pAbO                          0.000000e+00
## TBX21                                           3.455828e-01
## CD7.CD7.AHS0043.pAbO                            0.000000e+00
## STAT5A                                          5.191521e-01
## CD1D.CD1D.AHS0219.pAbO                         -7.225173e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO      -1.126052e-02
## ZBED2                                           6.708826e-01
## FOSL1                                           1.687500e+00
## SEMA7A                                          7.308666e-01
## IL3                                             1.432439e+00
## JUN                                             4.039359e-01
## C10orf54                                        5.181784e-01
## CD314.KLRK1.AHS0065.pAbO                        0.000000e+00
## LTA                                             3.364241e-01
## CD215.IL15RA.AHS0212.pAbO                      -9.197929e-04
## BACH2                                           1.035575e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO             -2.034987e-03
## CD80                                            4.443792e-01
## KIAA0101                                       -9.381768e-01
## CD22.CD22.AHS0195.pAbO                          4.391461e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO                   1.338825e-02
## FTH1                                           -9.443815e-02
## JUNB                                            8.564172e-01
## CD45RO.PTPRC.AHS0036.pAbO                      -3.333097e-02
## TYMS                                           -5.235164e-01
## CD127.IL7R.AHS0028.pAbO                         6.106993e-04
## TNFRSF8                                         3.350580e-02
## CD40LG                                         -1.288883e-01
## CD38.HIT2.CD38.AHS0022.pAbO                     0.000000e+00
## CD9                                             1.317925e-01
## TK1                                            -1.147682e+00
## CD69                                            2.781441e-02
## IL4                                             5.693565e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                      3.158757e-02
## FN1                                            -2.470149e-01
## CD34.581.CD34.AHS0061.pAbO                      1.562086e-03
## TNFRSF1B                                       -1.845777e-02
## LAIR2                                           1.236136e-01
## CD39.ENTPD1.AHS0006.pAbO                        0.000000e+00
## CD45RA.HI100.PTPRC.AHS0009.pAbO                -4.803874e-03
## CD70                                           -1.787756e-01
## AURKB                                          -1.260119e+00
## CD25.2A3.IL2RA.AHS0026.pAbO                    -4.390836e-02
## CD27.L128.CD27.AHS0249.pAbO                     5.236604e-02
## CCNB1                                          -1.240446e+00
## CD40.CD40.AHS0117.pAbO                          1.106516e-01
## MCM4                                           -7.668261e-01
## UBE2C                                          -1.454835e+00
## PTTG2                                          -8.970441e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO                  -4.630430e-02
## CD274                                           7.844475e-01
## DUSP4                                           1.471010e-01
## MGST1                                          -4.193615e-01
## IL1RN                                           4.501676e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO             2.471506e-05
## IL15RA                                         -3.045123e-01
## MZB1                                           -4.141183e-01
## IL2                                             1.342095e+00
## CD72                                           -1.107859e-01
## IL1RL1                                          1.476593e-01
## MKI67                                          -1.472087e+00
## IL3RA                                          -2.858417e-01
## IGKC                                           -6.840061e-01
## IL6                                            -1.030694e-01
## FOXP1                                           9.412760e-02
## CXCL8                                           6.432219e-01
## AIM2                                           -2.337024e-01
## IgD.IGHD.AHS0058.pAbO                           7.398756e-03
## IL1B                                            1.144762e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                0.000000e+00
## TNFRSF9                                        -5.882990e-01
## GATA3                                           9.129273e-02
## TMEM97                                         -7.844010e-01
## CLEC2D                                         -8.256807e-01
## SELL                                           -3.825288e-01
## RORC                                           -1.393086e+00
## CD200                                           5.474018e-01
## POU2AF1                                         1.962433e+00
## FUT4                                           -5.225826e-01
## TOP2A                                          -1.092136e+00
## BCL6                                            2.611303e-02
## LAMP3                                          -6.197711e-01
## CCL20                                          -6.180951e-01
## PYCR1                                          -1.019448e+00
## QPCT                                           -4.329783e-01
## ZBTB16                                         -2.739200e-01
## IL31                                            1.909832e+00
## IL6R                                            1.909832e+00
## CXCL5                                          -4.002230e-01
## CD79A                                           3.607799e-01
## NT5E                                           -2.487216e-01
## CD21.B.LY4.CR2.AHS0074.pAbO                    -3.725422e-02
## LILRB4                                          1.160422e+00
## CD24                                           -6.374225e-02
## PAX5                                           -4.120962e-01
## CLEC4D                                          2.181209e-01
## IL9R                                           -9.584127e-01
## IL5                                            -6.938608e-01
## CCL2                                            2.181209e-01
## SLAMF1                                         -5.008356e-01
## SLC25A37                                       -8.106517e-01
## CD163                                           7.565223e-01
## CD36                                            7.565223e-01
## CLEC4E                                          7.565223e-01
## CMKLR1                                          7.565223e-01
## IL1R2                                           7.565223e-01
## CTSG                                           -1.341147e+00
## THBD                                            3.151665e-01
## ARG1                                            3.151665e-01
## MITF                                            3.151665e-01
## TLR7                                           -1.071678e+00
## RNASE2                                          1.604219e-01
## SPP1                                            1.604219e-01
## CSF3                                           -2.434777e-01
## IL22                                           -6.751306e-01
## S100A9                                         -3.825888e-01
## TREM1                                          -2.434777e-01
## SLC7A7                                         -2.434777e-01
## TNFRSF25                                       -1.546111e+00
## HLA.DRB3                                       -8.080734e-01
## CXCL10                                         -6.932412e-01
## CD28                                           -7.217761e-01
## VSIG4                                          -3.668416e-01
## LY86                                           -1.473281e-01
## ZAP70                                          -4.366656e-01
## IL12A                                          -1.326861e+00
## ALAS2                                          -3.203427e-16
## AOC3                                           -3.203427e-16
## APOE                                           -3.203427e-16
## AQP9                                           -3.203427e-16
## BLK                                            -3.203427e-16
## BLNK                                           -3.203427e-16
## BPI                                            -3.203427e-16
## C1QA                                           -3.203427e-16
## C1QB                                           -3.203427e-16
## CCL13                                          -3.203427e-16
## CCL17                                          -3.203427e-16
## CCL19                                          -3.203427e-16
## CCR9                                           -3.203427e-16
## CD1B                                           -3.203427e-16
## CD1C                                           -3.203427e-16
## CD209                                          -3.203427e-16
## CD34                                           -3.203427e-16
## CEACAM8                                        -3.203427e-16
## CHI3L1                                         -3.203427e-16
## CLC                                            -3.203427e-16
## CLEC10A                                        -3.203427e-16
## CNTNAP3                                        -3.203427e-16
## CPA3                                           -3.203427e-16
## CR2                                            -3.203427e-16
## CXCL1                                          -3.203427e-16
## CXCL11                                         -3.203427e-16
## CXCL13                                         -3.203427e-16
## CXCL3                                          -3.203427e-16
## DEFA3                                          -3.203427e-16
## DEFA4                                          -3.203427e-16
## EBF1                                           -3.203427e-16
## ELANE                                          -3.203427e-16
## EPX                                            -3.203427e-16
## F13A1                                          -3.203427e-16
## F5                                             -3.203427e-16
## FAM129C                                        -3.203427e-16
## FCER1A                                         -3.203427e-16
## FCER2                                          -3.203427e-16
## FCN1                                           -3.203427e-16
## FLT3                                           -3.203427e-16
## GHR                                            -3.203427e-16
## IFNA1                                          -3.203427e-16
## IGHD_membrane                                  -3.203427e-16
## IGHE_secreted                                  -3.203427e-16
## IGHG1_membrane                                 -3.203427e-16
## IGHG1_secreted                                 -3.203427e-16
## IGHG2_secreted                                 -3.203427e-16
## IGHG3_secreted                                 -3.203427e-16
## IGHG4_secreted                                 -3.203427e-16
## IGLC3                                          -3.203427e-16
## IL17A                                          -3.203427e-16
## IL21                                           -3.203427e-16
## IL25                                           -3.203427e-16
## IL33                                           -3.203427e-16
## IL9                                            -3.203427e-16
## JCHAIN                                         -3.203427e-16
## LRRC32                                         -3.203427e-16
## MME                                            -3.203427e-16
## MMP12                                          -3.203427e-16
## MS4A1                                          -3.203427e-16
## S100A12                                        -3.203427e-16
## TCL1A                                          -3.203427e-16
## TNFRSF17                                       -3.203427e-16
## TPSAB1                                         -3.203427e-16
## VPREB3                                         -3.203427e-16
## AZU1                                           -6.848335e-01
## CD40                                           -6.848335e-01
## TLR8                                           -6.848335e-01
## TNFRSF13C                                      -6.848335e-01
## NRP1                                           -1.203653e+00
## CD22                                           -8.297620e-01
## GZMM                                           -8.297620e-01
## MMP9                                           -9.152346e-01
## PI3                                            -9.152346e-01
## CCR4                                           -1.147328e+00
## CD4                                            -1.147328e+00
## CCR10                                          -8.395781e-01
## IL17F                                          -1.000000e+00
## BTLA                                           -1.353202e+00
## CCL22                                          -1.366842e+00
## KCNE3                                          -1.366842e+00
## PDCD1                                          -1.366842e+00
## TGFBI                                          -1.215709e+00
## CXCL2                                          -1.778236e+00
## IER5                                           -6.288266e-01
## CXCL9                                          -1.470798e+00
## TNFRSF18                                       -1.071678e+00
## HMMR                                           -1.626836e+00
## CXCR2                                          -1.736465e+00
## IGHA1_secreted                                 -1.353202e+00
## ADGRE1                                         -2.215709e+00
## VMO1                                           -1.752141e+00
## CXCR5                                          -1.565406e+00
## TGFB1                                          -4.964987e-01
## IGHM_secreted                                  -2.822764e+00
## CXCR1                                          -2.183805e+00
## CD1A                                           -1.557105e+00
## CD14                                           -2.215709e+00
## TNFRSF4                                        -2.038987e+00
## TLR9                                           -2.321928e+00
## CCR7                                           -2.031432e+00
## CXCL16                                         -6.130671e-01
## TCF7                                           -2.038987e+00
## TGFB3                                          -2.038987e+00
## TLR2                                           -1.967551e+00
## TCF4                                           -1.466444e+00
## LTB                                            -6.749964e-01
## CD5                                            -2.244447e+00
## IGHM_membrane                                  -3.309832e+00
## CMTM2                                          -9.568952e-01
## SNCA                                           -1.138859e+00
## CD27                                           -2.321260e+00
## TNFSF13                                        -6.781102e-01
## B3GAT1                                         -1.184806e+00
## CD3G                                           -1.358638e+00
## THBS1                                          -8.882615e-01
## CD160                                          -1.378311e+00
## IL12RB1                                        -5.683437e-01
## RNASE6                                         -1.202509e+00
## ZNF683                                         -2.114295e+00
## IKZF2                                          -4.251831e-01
## STAT6                                          -6.400405e-01
## TSPAN32                                        -7.666266e-01
## PTGDR2                                         -2.765768e+00
## GIMAP7                                         -1.310510e+00
## CD79B                                          -1.603812e+00
## CTSD                                           -5.022633e-01
## CD6                                            -3.365426e+00
## CD3.SK7.CD3E.AHS0033.pAbO                      -2.133499e-02
## CCR8                                           -2.983948e+00
## CTLA4                                          -9.968082e-01
## ATF6B                                          -6.252061e-01
## ADGRG3                                         -1.067402e+00
## CD103.ITGAE.AHS0001.pAbO                       -3.222765e-02
## CX3CR1                                         -1.134481e+00
## PECAM1                                         -1.160286e+00
## CD8B                                           -1.897850e+00
## CD3D                                           -7.129003e-01
## CCR3                                           -2.081703e+00
## VEGFA                                          -1.859621e-01
## KLRC4                                          -1.013792e+00
## S1PR1                                          -1.284749e+00
## LGALS9                                         -1.290466e+00
## MCM2                                           -8.137430e-01
## CD38                                           -1.090769e+00
## TNFSF13B                                       -1.215616e+00
## PMCH                                           -4.843049e-01
## CD86                                           -7.293549e-01
## OAS1                                           -8.701032e-01
## CD8.SK1.CD8A.AHS0228.pAbO                       1.520009e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                     -6.829744e-02
## KDELR1                                         -1.146558e+00
## IL18                                           -9.367743e-01
## IL15                                           -5.035865e-01
## EOMES                                          -1.442600e+00
## NCAM1                                          -1.066677e+00
## CHI3L2                                         -1.022571e+00
## BCL11B                                         -7.710215e-01
## CXCR3                                          -2.024697e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                   5.751650e-03
## CD33                                           -1.037256e+00
## HLA.DRA                                        -6.524517e-01
## FOXP3                                          -1.597929e+00
## LAG3                                           -1.774020e+00
## GAB2                                           -4.268069e-01
## IL2RA                                          -1.023739e-03
## PASK                                           -1.124440e+00
## FBXO22                                         -7.008932e-01
## STAT1                                          -6.658880e-01
## CD7                                            -3.702743e-01
## CD2.CD2.AHS0029.pAbO                            0.000000e+00
## KLRC3                                          -7.914249e-02
## LGALS3                                         -5.159400e-01
## CD33.WM53.CD33.AHS0044.pAbO                    -8.769083e-02
## CD95.FAS.AHS0023.pAbO                           0.000000e+00
## RORA                                           -8.349601e-01
## CD8A                                           -3.754467e-01
## TRAT1                                          -1.170199e+00
## HLA.DQA1                                       -9.950552e-01
## CCR7.CCR7.AHS0273.pAbO                         -3.741506e-03
## IL7R                                           -1.824580e+00
## HLA.DQB1                                       -9.272234e-01
## FOXO3                                          -8.227669e-01
## IL12RB2                                        -2.791378e-01
## KLRG1                                          -1.550700e+00
## GLG1                                           -1.024432e+00
## ITK                                             1.038855e-01
## CD44                                            1.120734e-01
## TNFSF8                                         -1.901989e+00
## ICOS                                           -5.409836e-01
## CBLB                                           -3.710209e-01
## PSEN1                                          -5.427386e-01
## TIAF1                                          -6.854251e-01
## YBX3                                           -4.032639e-01
## HLA.DMB                                        -7.409325e-01
## HLA.DPB1                                       -7.096223e-01
## DUSP1                                          -5.087147e-01
## GNAI2                                          -4.820675e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                    0.000000e+00
## GZMH                                           -8.092180e-01
## STAT3                                          -4.649722e-01
## CD18.ITGB2.AHS0091.pAbO                         0.000000e+00
## PDIA4                                          -4.779011e-01
## Tim3.HAVCR2.AHS0016.pAbO                        0.000000e+00
## ITGAX                                          -2.328999e-01
## FOXO1                                          -1.615789e+00
## CCR1                                           -1.297146e+00
## LEF1                                           -1.214364e+00
## RGS1                                           -5.296578e-01
## CCR6                                           -2.044238e+00
## SPOCK2                                         -2.037106e+00
## CNOT2                                           3.370308e-02
## TRIB2                                          -8.721688e-01
## CD102.ICAM2.AHS0155.pAbO                       -3.738625e-02
## PCNA                                           -4.637622e-01
## HMGB2                                          -7.940033e-01
## ANXA5                                          -1.376136e-01
## NINJ2                                          -4.172455e-01
## IFITM3                                         -1.888623e-01
## TARP_refseq                                    -2.165362e-01
## IL4R                                            5.933784e-02
## CD300A                                         -4.133145e-01
## FAS                                            -3.635046e-01
## TIGIT                                          -7.181735e-01
## IGBP1                                          -2.618188e-01
## IL23R                                          -7.289670e-01
## VNN2                                           -1.090632e+00
## KIT                                            -1.383365e+00
## KIR2DL1                                        -4.136013e-01
## HLA.DPA1                                       -4.518795e-01
## IL18RAP                                        -8.603139e-02
## HLA.DMA                                        -5.810151e-01
## FAM65B                                         -1.337377e+00
## LAT                                            -6.031146e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                  -2.062490e-02
## CCR5                                           -8.800835e-01
## ITGAL                                          -5.226545e-01
## DPP4                                           -5.108556e-01
## VPS28                                          -4.746420e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                -1.909096e-02
## ADA                                            -2.677612e-01
## GIMAP5                                         -1.688135e+00
## CCR2                                           -2.380069e+00
## TRAC                                           -1.031631e+00
## CXCR6                                          -9.337075e-01
## LAT2                                           -5.616927e-01
## ITGAE                                          -6.194215e-01
## FYB                                            -5.601392e-01
## IFNGR1                                         -3.078539e-01
## PRDM1                                          -5.865952e-02
## CD244                                          -7.013084e-01
## NCR3                                           -1.872634e-01
## CD94.KLRD1.AHS0085.pAbO                        -9.197929e-04
## LIPA                                           -2.512315e-01
## PIK3AP1                                        -3.389762e-01
## CD3E                                           -1.996406e-01
## STAT4                                          -1.816346e-02
## ITGAM                                          -1.102276e-01
## XBP1                                           -7.393317e-02
## PDIA6                                          -2.034137e-01
## RPN2                                           -1.200810e-01
## BIN2                                           -5.148732e-01
## GAPDH                                          -2.565040e-03
## IFITM2                                         -9.289960e-02
## IKZF1                                          -5.217315e-01
## ITGA4                                          -6.923153e-01
## CD52                                           -2.832203e-02
## LAP3                                           -1.472251e-01
## CD74                                           -9.401649e-02
## IL18R1                                         -3.481101e-01
## BAX                                            -4.726055e-01
## CD247                                          -2.964541e-01
## LGALS1                                          5.587194e-04
## KLRC1                                          -1.039421e-03
## ENTPD1                                         -3.568630e-01
## HAVCR2                                         -8.459691e-03
## GZMA                                           -1.840172e-03
## BCL2                                           -6.334801e-01
## CCL5                                           -4.316200e-02
## GIMAP2                                         -1.367827e+00
## LYN                                            -2.419503e-01
## KLRF1                                          -6.166789e-01
## RUNX3                                          -1.247833e-01
## IL32                                           -5.593747e-03
## CASP3                                          -3.414577e-01
## ITGB2                                          -2.483380e-01
## FYN                                            -6.354239e-02
## APOBEC3G                                       -6.912213e-02
## GNLY                                            0.000000e+00
## PIK3IP1                                        -2.512024e+00
## CCND2                                          -2.977633e-02
## CD37                                           -3.857611e-01
## CD335.NCR1.AHS0068.pAbO                        -1.314386e-02
## FCER1G                                         -1.327104e-02
## TNFSF10                                        -1.623808e-02
## S100A10                                        -4.268573e-02
## CASP5                                          -2.313266e-01
## LCK                                            -3.121043e-01
## BTG1                                           -4.831336e-02
## KLRB1                                          -4.586747e-01
## CD48                                           -3.323128e-02
## TRDC                                           -2.367302e-01
## CTSW                                           -6.455891e-03
## FCGR3A                                         -4.995552e-01
## GZMK                                           -3.935791e-01
## KLRK1                                          -1.795077e-01
## TXK                                            -7.592570e-01
## CD2                                            -6.907772e-02
## SELPLG                                         -7.871520e-01
## LAMP1                                          -4.323772e-02
## ARL4C                                          -9.620066e-01
## TRBC2                                          -9.299166e-03
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO          -1.840172e-03
## IL2RB                                          -2.867903e-03
## PTPRC                                          -6.744469e-02
## DOCK8                                          -1.268227e-01
## CST7                                           -3.246426e-02
## CD63                                           -4.604840e-03
## CXCR4                                          -7.775801e-01
## PRF1                                           -1.840172e-03
## NKG7                                           -1.015012e-02
## HLA.A                                           0.000000e+00
## HLA.C                                           0.000000e+00
##                                           median.logFC.detected
## CSF2                                               4.666244e-01
## IFNG                                               3.653381e-01
## CCL4                                               3.915587e-03
## CCL3                                               6.200829e-02
## XCL1                                               1.212502e+00
## MYC                                                4.168131e-01
## IER3                                               1.359485e+00
## TNF                                                3.060317e-01
## CD4.SK3.CD4.AHS0032.pAbO                           3.056070e-01
## ICAM1                                              6.503645e-01
## BCL2A1                                             1.409863e+00
## EGR3                                               2.607602e+00
## CCL1                                               1.251164e+00
## CD81.CD81.AHS0021.pAbO                             0.000000e+00
## DUSP2                                              4.998043e-01
## NAMPT                                              6.441362e-01
## GZMB                                               2.862085e-03
## CD69.CD69.AHS0010.pAbO                             0.000000e+00
## FOSB                                               1.720992e+00
## CD152.CTLA4.AHS0017.pAbO                           0.000000e+00
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                    1.534119e-03
## FASLG                                              1.657727e+00
## EGR1                                               1.061010e+00
## IgM.IGHM.AHS0198.pAbO                              2.939647e-02
## IRF8                                               1.314432e-01
## BIRC3                                              2.126157e-01
## LIF                                                2.057927e+00
## TNFSF14                                            4.601548e-01
## IRF4                                               1.476099e+00
## CD226.CD226.AHS0079.pAbO                           1.055440e-02
## IL13                                               2.013230e+00
## CD26.DPP4.AHS0109.pAbO                             0.000000e+00
## TBX21                                              6.205984e-01
## CD7.CD7.AHS0043.pAbO                               0.000000e+00
## STAT5A                                             9.070026e-01
## CD1D.CD1D.AHS0219.pAbO                             3.393817e-04
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO          8.976006e-05
## ZBED2                                              2.578018e+00
## FOSL1                                              2.128685e+00
## SEMA7A                                             2.489449e+00
## IL3                                                1.542474e+00
## JUN                                                6.816715e-01
## C10orf54                                           8.042543e-01
## CD314.KLRK1.AHS0065.pAbO                           0.000000e+00
## LTA                                                1.118903e+00
## CD215.IL15RA.AHS0212.pAbO                          7.102526e-04
## BACH2                                              1.363731e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                 3.462356e-05
## CD80                                               7.710739e-01
## KIAA0101                                           1.594576e+00
## CD22.CD22.AHS0195.pAbO                             6.600020e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO                      3.737721e-02
## FTH1                                               1.016233e+00
## JUNB                                               1.278024e+00
## CD45RO.PTPRC.AHS0036.pAbO                          6.945913e-03
## TYMS                                               6.947597e-01
## CD127.IL7R.AHS0028.pAbO                            1.082680e-02
## TNFRSF8                                            2.098395e+00
## CD40LG                                             1.463735e+00
## CD38.HIT2.CD38.AHS0022.pAbO                        0.000000e+00
## CD9                                                8.985315e-01
## TK1                                                1.926471e+00
## CD69                                               1.431070e-01
## IL4                                                2.376537e+00
## CD5.UCHT2.CD5.AHS0047.pAbO                         1.318445e-01
## FN1                                                8.107373e-01
## CD34.581.CD34.AHS0061.pAbO                         3.667192e-02
## TNFRSF1B                                           6.595000e-01
## LAIR2                                              2.010797e-01
## CD39.ENTPD1.AHS0006.pAbO                           7.261523e-04
## CD45RA.HI100.PTPRC.AHS0009.pAbO                    4.442828e-03
## CD70                                               4.887535e-01
## AURKB                                              1.670991e+00
## CD25.2A3.IL2RA.AHS0026.pAbO                        5.388189e-03
## CD27.L128.CD27.AHS0249.pAbO                        1.073661e-01
## CCNB1                                              1.588835e+00
## CD40.CD40.AHS0117.pAbO                             3.181715e-01
## MCM4                                               1.201978e+00
## UBE2C                                              1.874440e+00
## PTTG2                                              1.094060e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                      5.980248e-03
## CD274                                              1.206281e+00
## DUSP4                                              5.386510e-01
## MGST1                                              1.360098e+00
## IL1RN                                              1.508427e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                3.869347e-02
## IL15RA                                             6.649288e-01
## MZB1                                               6.632109e-01
## IL2                                                2.168493e+00
## CD72                                               1.187104e+00
## IL1RL1                                             4.110968e-01
## MKI67                                              2.022113e+00
## IL3RA                                              3.672281e-01
## IGKC                                               1.771034e+00
## IL6                                                1.481383e+00
## FOXP1                                              7.562370e-01
## CXCL8                                              1.266616e+00
## AIM2                                               7.823446e-01
## IgD.IGHD.AHS0058.pAbO                              4.079959e-02
## IL1B                                               2.275627e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                   0.000000e+00
## TNFRSF9                                            2.029703e+00
## GATA3                                              1.149805e+00
## TMEM97                                             9.440916e-01
## CLEC2D                                             4.055296e-01
## SELL                                              -2.156237e-01
## RORC                                               2.463574e+00
## CD200                                              2.213030e+00
## POU2AF1                                            2.629670e+00
## FUT4                                               4.576825e-01
## TOP2A                                              9.566179e-01
## BCL6                                               5.985201e-01
## LAMP3                                              7.821922e-01
## CCL20                                              2.022597e+00
## PYCR1                                              6.797173e-01
## QPCT                                               2.378720e-01
## ZBTB16                                             8.317032e-02
## IL31                                               2.321928e+00
## IL6R                                               2.321928e+00
## CXCL5                                              4.117107e-01
## CD79A                                              1.070890e+00
## NT5E                                               1.247859e+00
## CD21.B.LY4.CR2.AHS0074.pAbO                       -4.423481e-04
## LILRB4                                             2.000000e+00
## CD24                                               5.184174e-01
## PAX5                                               8.249293e-01
## CLEC4D                                             1.250250e+00
## IL9R                                               1.138123e+00
## IL5                                                8.486133e-01
## CCL2                                               4.376344e-01
## SLAMF1                                             5.697875e-01
## SLC25A37                                           4.319246e-01
## CD163                                              1.000000e+00
## CD36                                               1.000000e+00
## CLEC4E                                             1.000000e+00
## CMKLR1                                             1.000000e+00
## IL1R2                                              1.000000e+00
## CTSG                                               1.707291e+00
## THBD                                               1.000000e+00
## ARG1                                               1.000000e+00
## MITF                                               1.000000e+00
## TLR7                                               1.584963e+00
## RNASE2                                             7.565223e-01
## SPP1                                               7.565223e-01
## CSF3                                               1.000000e+00
## IL22                                               5.436918e-01
## S100A9                                            -1.349168e-02
## TREM1                                              1.000000e+00
## SLC7A7                                             3.151665e-01
## TNFRSF25                                           1.070890e+00
## HLA.DRB3                                           6.697279e-01
## CXCL10                                             1.290920e-01
## CD28                                               6.697279e-01
## VSIG4                                              3.151665e-01
## LY86                                               1.604219e-01
## ZAP70                                              2.310295e-01
## IL12A                                              9.098319e-01
## ALAS2                                              0.000000e+00
## AOC3                                               0.000000e+00
## APOE                                               0.000000e+00
## AQP9                                               0.000000e+00
## BLK                                                0.000000e+00
## BLNK                                               0.000000e+00
## BPI                                                0.000000e+00
## C1QA                                               0.000000e+00
## C1QB                                               0.000000e+00
## CCL13                                              0.000000e+00
## CCL17                                              0.000000e+00
## CCL19                                              0.000000e+00
## CCR9                                               0.000000e+00
## CD1B                                               0.000000e+00
## CD1C                                               0.000000e+00
## CD209                                              0.000000e+00
## CD34                                               0.000000e+00
## CEACAM8                                            0.000000e+00
## CHI3L1                                             0.000000e+00
## CLC                                                0.000000e+00
## CLEC10A                                            0.000000e+00
## CNTNAP3                                            0.000000e+00
## CPA3                                               0.000000e+00
## CR2                                                0.000000e+00
## CXCL1                                              0.000000e+00
## CXCL11                                             0.000000e+00
## CXCL13                                             0.000000e+00
## CXCL3                                              0.000000e+00
## DEFA3                                              0.000000e+00
## DEFA4                                              0.000000e+00
## EBF1                                               0.000000e+00
## ELANE                                              0.000000e+00
## EPX                                                0.000000e+00
## F13A1                                              0.000000e+00
## F5                                                 0.000000e+00
## FAM129C                                            0.000000e+00
## FCER1A                                             0.000000e+00
## FCER2                                              0.000000e+00
## FCN1                                               0.000000e+00
## FLT3                                               0.000000e+00
## GHR                                                0.000000e+00
## IFNA1                                              0.000000e+00
## IGHD_membrane                                      0.000000e+00
## IGHE_secreted                                      0.000000e+00
## IGHG1_membrane                                     0.000000e+00
## IGHG1_secreted                                     0.000000e+00
## IGHG2_secreted                                     0.000000e+00
## IGHG3_secreted                                     0.000000e+00
## IGHG4_secreted                                     0.000000e+00
## IGLC3                                              0.000000e+00
## IL17A                                              0.000000e+00
## IL21                                               0.000000e+00
## IL25                                               0.000000e+00
## IL33                                               0.000000e+00
## IL9                                                0.000000e+00
## JCHAIN                                             0.000000e+00
## LRRC32                                             0.000000e+00
## MME                                                0.000000e+00
## MMP12                                              0.000000e+00
## MS4A1                                              0.000000e+00
## S100A12                                            0.000000e+00
## TCL1A                                              0.000000e+00
## TNFRSF17                                           0.000000e+00
## TPSAB1                                             0.000000e+00
## VPREB3                                             0.000000e+00
## AZU1                                               0.000000e+00
## CD40                                               0.000000e+00
## TLR8                                               0.000000e+00
## TNFRSF13C                                          0.000000e+00
## NRP1                                               3.933668e-02
## CD22                                              -3.203427e-16
## GZMM                                              -3.203427e-16
## MMP9                                              -3.203427e-16
## PI3                                               -3.203427e-16
## CCR4                                               0.000000e+00
## CD4                                                0.000000e+00
## CCR10                                              0.000000e+00
## IL17F                                             -3.203427e-16
## BTLA                                              -3.203427e-16
## CCL22                                              0.000000e+00
## KCNE3                                              0.000000e+00
## PDCD1                                              0.000000e+00
## TGFBI                                             -2.434777e-01
## CXCL2                                              0.000000e+00
## IER5                                              -7.972615e-02
## CXCL9                                             -3.203427e-16
## TNFRSF18                                          -2.859455e-01
## HMMR                                               1.599511e+00
## CXCR2                                             -3.203427e-16
## IGHA1_secreted                                    -8.395781e-01
## ADGRE1                                            -3.203427e-16
## VMO1                                              -1.000000e+00
## CXCR5                                              8.476541e-02
## TGFB1                                             -4.857130e-02
## IGHM_secreted                                      0.000000e+00
## CXCR1                                             -8.395781e-01
## CD1A                                              -1.932738e-01
## CD14                                              -1.000000e+00
## TNFRSF4                                           -1.366842e+00
## TLR9                                              -3.203427e-16
## CCR7                                               3.248694e-01
## CXCL16                                            -3.227388e-02
## TCF7                                              -1.584963e+00
## TGFB3                                             -1.584963e+00
## TLR2                                               1.290920e-01
## TCF4                                              -8.558246e-01
## LTB                                               -1.633135e-01
## CD5                                               -1.671781e-01
## IGHM_membrane                                     -4.707979e-01
## CMTM2                                             -2.057831e-01
## SNCA                                              -9.164831e-02
## CD27                                              -9.659706e-01
## TNFSF13                                           -1.465101e-01
## B3GAT1                                            -5.925915e-01
## CD3G                                              -3.850909e-01
## THBS1                                              3.299932e-01
## CD160                                              5.250146e-02
## IL12RB1                                            1.481315e-01
## RNASE6                                            -3.451221e-01
## ZNF683                                             6.000313e-01
## IKZF2                                             -1.736608e-01
## STAT6                                             -4.066162e-01
## TSPAN32                                           -5.827136e-03
## PTGDR2                                             3.225541e-01
## GIMAP7                                            -1.153286e+00
## CD79B                                             -8.312752e-01
## CTSD                                               6.379309e-02
## CD6                                               -1.694917e+00
## CD3.SK7.CD3E.AHS0033.pAbO                          1.981162e-02
## CCR8                                              -4.224763e-01
## CTLA4                                             -2.126172e-01
## ATF6B                                             -2.975507e-01
## ADGRG3                                            -5.819256e-02
## CD103.ITGAE.AHS0001.pAbO                           3.902075e-02
## CX3CR1                                            -5.710694e-01
## PECAM1                                             4.241723e-01
## CD8B                                              -1.402421e+00
## CD3D                                              -2.134265e-01
## CCR3                                              -1.885645e+00
## VEGFA                                             -1.415641e-01
## KLRC4                                             -6.161155e-01
## S1PR1                                             -3.134923e-02
## LGALS9                                            -3.109788e-01
## MCM2                                               6.912346e-01
## CD38                                               1.421728e-01
## TNFSF13B                                          -1.491679e-01
## PMCH                                              -1.106883e-01
## CD86                                               4.310241e-01
## OAS1                                              -1.260266e-01
## CD8.SK1.CD8A.AHS0228.pAbO                          5.254452e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                         1.866396e-02
## KDELR1                                            -3.298614e-01
## IL18                                              -5.193139e-02
## IL15                                              -3.504051e-01
## EOMES                                             -9.194032e-01
## NCAM1                                             -6.322074e-01
## CHI3L2                                            -7.044327e-01
## BCL11B                                            -3.756594e-01
## CXCR3                                              1.709563e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                      1.085384e-02
## CD33                                              -1.368101e-02
## HLA.DRA                                            4.220886e-01
## FOXP3                                             -8.748074e-01
## LAG3                                              -1.290322e+00
## GAB2                                              -5.268492e-02
## IL2RA                                              1.360931e-01
## PASK                                               5.799575e-02
## FBXO22                                             9.737254e-02
## STAT1                                             -3.240127e-02
## CD7                                                2.943351e-02
## CD2.CD2.AHS0029.pAbO                               0.000000e+00
## KLRC3                                              1.883750e-01
## LGALS3                                             4.251561e-01
## CD33.WM53.CD33.AHS0044.pAbO                        3.314742e-02
## CD95.FAS.AHS0023.pAbO                              0.000000e+00
## RORA                                              -6.492496e-01
## CD8A                                              -1.961949e-01
## TRAT1                                             -9.442843e-01
## HLA.DQA1                                          -2.321027e-01
## CCR7.CCR7.AHS0273.pAbO                             4.607142e-03
## IL7R                                              -7.777533e-01
## HLA.DQB1                                          -5.396313e-02
## FOXO3                                             -6.027086e-01
## IL12RB2                                            1.925477e-01
## KLRG1                                             -1.495750e+00
## GLG1                                              -5.441339e-01
## ITK                                                1.596054e-01
## CD44                                               1.374663e-01
## TNFSF8                                            -1.142618e+00
## ICOS                                               1.711068e-01
## CBLB                                              -7.283796e-02
## PSEN1                                             -3.094866e-01
## TIAF1                                             -3.951018e-01
## YBX3                                               3.153403e-01
## HLA.DMB                                           -1.092626e-01
## HLA.DPB1                                           2.017290e-01
## DUSP1                                             -2.199723e-01
## GNAI2                                              2.119223e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                       5.587194e-04
## GZMH                                              -6.480790e-01
## STAT3                                             -1.195526e-01
## CD18.ITGB2.AHS0091.pAbO                            0.000000e+00
## PDIA4                                              3.006504e-01
## Tim3.HAVCR2.AHS0016.pAbO                           0.000000e+00
## ITGAX                                              4.366936e-01
## FOXO1                                             -6.626243e-01
## CCR1                                              -1.048616e+00
## LEF1                                              -3.385332e-02
## RGS1                                              -1.429905e-01
## CCR6                                              -8.752842e-01
## SPOCK2                                            -1.064524e+00
## CNOT2                                              1.555436e-01
## TRIB2                                              1.492902e-04
## CD102.ICAM2.AHS0155.pAbO                          -2.851024e-02
## PCNA                                               1.155498e-01
## HMGB2                                              1.787052e-01
## ANXA5                                              2.940168e-01
## NINJ2                                             -2.466984e-03
## IFITM3                                             8.141470e-02
## TARP_refseq                                        2.072462e-01
## IL4R                                               8.312052e-02
## CD300A                                            -7.499800e-02
## FAS                                                1.849671e-01
## TIGIT                                             -3.865537e-01
## IGBP1                                              1.356524e-01
## IL23R                                             -3.747619e-01
## VNN2                                              -6.327975e-01
## KIT                                                1.044184e-02
## KIR2DL1                                           -1.773439e-01
## HLA.DPA1                                           1.175096e-01
## IL18RAP                                            3.855539e-02
## HLA.DMA                                            5.287112e-02
## FAM65B                                            -9.132838e-01
## LAT                                               -3.703125e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                     -5.308056e-03
## CCR5                                              -7.049110e-01
## ITGAL                                             -4.249803e-01
## DPP4                                               8.713619e-03
## VPS28                                             -1.017858e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                   -1.215650e-02
## ADA                                                5.768895e-02
## GIMAP5                                            -9.471381e-01
## CCR2                                              -1.807163e+00
## TRAC                                              -6.632677e-01
## CXCR6                                             -4.998568e-01
## LAT2                                              -2.891949e-01
## ITGAE                                              8.644844e-02
## FYB                                               -4.258151e-01
## IFNGR1                                            -1.842797e-01
## PRDM1                                             -3.505337e-02
## CD244                                             -5.165690e-01
## NCR3                                              -9.312841e-02
## CD94.KLRD1.AHS0085.pAbO                           -9.197929e-04
## LIPA                                               1.197971e-01
## PIK3AP1                                           -1.840990e-01
## CD3E                                              -3.931591e-02
## STAT4                                              4.688904e-02
## ITGAM                                              6.387972e-02
## XBP1                                               3.069390e-02
## PDIA6                                              2.035750e-01
## RPN2                                               2.245455e-01
## BIN2                                              -3.835001e-01
## GAPDH                                              1.017709e-02
## IFITM2                                             2.113234e-02
## IKZF1                                             -2.812744e-01
## ITGA4                                             -4.820412e-01
## CD52                                               4.872669e-02
## LAP3                                               1.519389e-01
## CD74                                              -2.182478e-03
## IL18R1                                            -1.488220e-01
## BAX                                               -1.945026e-01
## CD247                                             -2.370568e-01
## LGALS1                                             2.179554e-03
## KLRC1                                              2.065765e-02
## ENTPD1                                            -9.927953e-02
## HAVCR2                                             1.678352e-02
## GZMA                                              -1.281453e-03
## BCL2                                              -3.296995e-01
## CCL5                                              -1.339217e-02
## GIMAP2                                            -1.280377e+00
## LYN                                               -1.261357e-01
## KLRF1                                             -4.387861e-01
## RUNX3                                             -4.328693e-02
## IL32                                              -4.023704e-04
## CASP3                                             -9.341301e-02
## ITGB2                                             -2.050499e-01
## FYN                                                3.239554e-03
## APOBEC3G                                           6.235777e-03
## GNLY                                               7.261523e-04
## PIK3IP1                                           -1.390061e+00
## CCND2                                              2.056690e-02
## CD37                                              -2.033703e-01
## CD335.NCR1.AHS0068.pAbO                           -7.139892e-03
## FCER1G                                             3.402113e-03
## TNFSF10                                           -1.193207e-03
## S100A10                                            3.677600e-02
## CASP5                                             -1.915815e-01
## LCK                                               -2.371322e-01
## BTG1                                              -1.668250e-02
## KLRB1                                             -2.620499e-01
## CD48                                              -2.899934e-04
## TRDC                                              -1.078095e-01
## CTSW                                              -2.090619e-04
## FCGR3A                                            -3.531321e-01
## GZMK                                              -3.024275e-01
## KLRK1                                             -6.857327e-02
## TXK                                               -6.210863e-01
## CD2                                               -3.754596e-03
## SELPLG                                            -6.226349e-01
## LAMP1                                             -3.647568e-02
## ARL4C                                             -9.104506e-01
## TRBC2                                             -3.641700e-03
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO             -1.840172e-03
## IL2RB                                             -8.869319e-04
## PTPRC                                             -4.222643e-02
## DOCK8                                             -1.055108e-01
## CST7                                              -2.246546e-02
## CD63                                              -1.809076e-03
## CXCR4                                             -6.036923e-01
## PRF1                                               8.295428e-04
## NKG7                                              -9.423967e-03
## HLA.A                                              0.000000e+00
## HLA.C                                              0.000000e+00
##                                           max.logFC.detected
## CSF2                                            6.631592e-01
## IFNG                                            3.956589e-01
## CCL4                                            2.284707e-02
## CCL3                                            2.865530e-01
## XCL1                                            2.028455e+00
## MYC                                             1.231208e+00
## IER3                                            2.945151e+00
## TNF                                             5.889791e-01
## CD4.SK3.CD4.AHS0032.pAbO                        4.501623e-01
## ICAM1                                           1.057508e+00
## BCL2A1                                          1.905777e+00
## EGR3                                            3.015591e+00
## CCL1                                            1.622262e+00
## CD81.CD81.AHS0021.pAbO                          0.000000e+00
## DUSP2                                           1.583751e+00
## NAMPT                                           1.237466e+00
## GZMB                                            1.205042e-02
## CD69.CD69.AHS0010.pAbO                          0.000000e+00
## FOSB                                            2.271095e+00
## CD152.CTLA4.AHS0017.pAbO                        5.587194e-04
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                 3.233032e-02
## FASLG                                           2.040352e+00
## EGR1                                            2.043079e+00
## IgM.IGHM.AHS0198.pAbO                           5.633434e-02
## IRF8                                            2.525624e-01
## BIRC3                                           4.547301e-01
## LIF                                             3.810648e+00
## TNFSF14                                         7.715271e-01
## IRF4                                            2.317484e+00
## CD226.CD226.AHS0079.pAbO                        1.903974e-02
## IL13                                            3.699258e+00
## CD26.DPP4.AHS0109.pAbO                          0.000000e+00
## TBX21                                           1.299447e+00
## CD7.CD7.AHS0043.pAbO                            0.000000e+00
## STAT5A                                          1.637946e+00
## CD1D.CD1D.AHS0219.pAbO                          1.738321e-03
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO       1.590432e-02
## ZBED2                                           3.847697e+00
## FOSL1                                           4.406542e+00
## SEMA7A                                          3.080019e+00
## IL3                                             1.628329e+00
## JUN                                             1.792979e+00
## C10orf54                                        1.673868e+00
## CD314.KLRK1.AHS0065.pAbO                        1.333976e-03
## LTA                                             1.537231e+00
## CD215.IL15RA.AHS0212.pAbO                       5.762721e-03
## BACH2                                           2.534281e+00
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO              9.290077e-03
## CD80                                            1.478950e+00
## KIAA0101                                        2.402005e+00
## CD22.CD22.AHS0195.pAbO                          8.718044e-02
## CD14.MPHIP9.CD14.AHS0037.pAbO                   1.880944e-01
## FTH1                                            1.960205e+00
## JUNB                                            2.843569e+00
## CD45RO.PTPRC.AHS0036.pAbO                       2.540610e-01
## TYMS                                            1.093313e+00
## CD127.IL7R.AHS0028.pAbO                         2.069220e-02
## TNFRSF8                                         3.715829e+00
## CD40LG                                          3.447113e+00
## CD38.HIT2.CD38.AHS0022.pAbO                     0.000000e+00
## CD9                                             1.561481e+00
## TK1                                             2.502892e+00
## CD69                                            3.385596e-01
## IL4                                             2.827301e+00
## CD5.UCHT2.CD5.AHS0047.pAbO                      1.819175e-01
## FN1                                             2.859879e+00
## CD34.581.CD34.AHS0061.pAbO                      5.866531e-02
## TNFRSF1B                                        1.113093e+00
## LAIR2                                           1.160260e+00
## CD39.ENTPD1.AHS0006.pAbO                        2.669187e-03
## CD45RA.HI100.PTPRC.AHS0009.pAbO                 1.145521e-02
## CD70                                            1.053888e+00
## AURKB                                           1.947892e+00
## CD25.2A3.IL2RA.AHS0026.pAbO                     6.500679e-02
## CD27.L128.CD27.AHS0249.pAbO                     2.152040e-01
## CCNB1                                           2.204798e+00
## CD40.CD40.AHS0117.pAbO                          5.124827e-01
## MCM4                                            1.951144e+00
## UBE2C                                           2.552311e+00
## PTTG2                                           1.774953e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                   2.637113e-01
## CD274                                           2.437377e+00
## DUSP4                                           6.574432e-01
## MGST1                                           1.601179e+00
## IL1RN                                           3.380732e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO             8.876513e-02
## IL15RA                                          1.184286e+00
## MZB1                                            1.572800e+00
## IL2                                             2.634477e+00
## CD72                                            2.347724e+00
## IL1RL1                                          9.363240e-01
## MKI67                                           3.043216e+00
## IL3RA                                           1.545318e+00
## IGKC                                            2.255209e+00
## IL6                                             2.668014e+00
## FOXP1                                           1.516058e+00
## CXCL8                                           2.818994e+00
## AIM2                                            1.651868e+00
## IgD.IGHD.AHS0058.pAbO                           1.301826e-01
## IL1B                                            2.722967e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                0.000000e+00
## TNFRSF9                                         3.814604e+00
## GATA3                                           1.631412e+00
## TMEM97                                          2.067105e+00
## CLEC2D                                          1.516397e+00
## SELL                                            2.468817e+00
## RORC                                            3.130938e+00
## CD200                                           3.700440e+00
## POU2AF1                                         3.459432e+00
## FUT4                                            5.250547e-01
## TOP2A                                           1.193731e+00
## BCL6                                            7.757355e-01
## LAMP3                                           2.018645e+00
## CCL20                                           3.169925e+00
## PYCR1                                           2.329667e+00
## QPCT                                            1.669611e+00
## ZBTB16                                          9.606633e-01
## IL31                                            2.321928e+00
## IL6R                                            2.321928e+00
## CXCL5                                           7.439669e-01
## CD79A                                           1.967777e+00
## NT5E                                            3.000000e+00
## CD21.B.LY4.CR2.AHS0074.pAbO                     1.942608e-01
## LILRB4                                          2.000000e+00
## CD24                                            7.758174e-01
## PAX5                                            2.321928e+00
## CLEC4D                                          1.584963e+00
## IL9R                                            1.968727e+00
## IL5                                             1.259653e+00
## CCL2                                            1.584963e+00
## SLAMF1                                          1.492166e+00
## SLC25A37                                        1.144175e+00
## CD163                                           1.000000e+00
## CD36                                            1.000000e+00
## CLEC4E                                          1.000000e+00
## CMKLR1                                          1.000000e+00
## IL1R2                                           1.000000e+00
## CTSG                                            3.459432e+00
## THBD                                            1.000000e+00
## ARG1                                            1.000000e+00
## MITF                                            1.000000e+00
## TLR7                                            1.584963e+00
## RNASE2                                          1.000000e+00
## SPP1                                            1.000000e+00
## CSF3                                            1.000000e+00
## IL22                                            1.492166e+00
## S100A9                                          1.170238e+00
## TREM1                                           1.000000e+00
## SLC7A7                                          1.000000e+00
## TNFRSF25                                        1.892120e+00
## HLA.DRB3                                        1.250250e+00
## CXCL10                                          1.170238e+00
## CD28                                            1.250250e+00
## VSIG4                                           1.000000e+00
## LY86                                            7.565223e-01
## ZAP70                                           3.335763e-01
## IL12A                                           2.321928e+00
## ALAS2                                           0.000000e+00
## AOC3                                            0.000000e+00
## APOE                                            0.000000e+00
## AQP9                                            0.000000e+00
## BLK                                             0.000000e+00
## BLNK                                            0.000000e+00
## BPI                                             0.000000e+00
## C1QA                                            0.000000e+00
## C1QB                                            0.000000e+00
## CCL13                                           0.000000e+00
## CCL17                                           0.000000e+00
## CCL19                                           0.000000e+00
## CCR9                                            0.000000e+00
## CD1B                                            0.000000e+00
## CD1C                                            0.000000e+00
## CD209                                           0.000000e+00
## CD34                                            0.000000e+00
## CEACAM8                                         0.000000e+00
## CHI3L1                                          0.000000e+00
## CLC                                             0.000000e+00
## CLEC10A                                         0.000000e+00
## CNTNAP3                                         0.000000e+00
## CPA3                                            0.000000e+00
## CR2                                             0.000000e+00
## CXCL1                                           0.000000e+00
## CXCL11                                          0.000000e+00
## CXCL13                                          0.000000e+00
## CXCL3                                           0.000000e+00
## DEFA3                                           0.000000e+00
## DEFA4                                           0.000000e+00
## EBF1                                            0.000000e+00
## ELANE                                           0.000000e+00
## EPX                                             0.000000e+00
## F13A1                                           0.000000e+00
## F5                                              0.000000e+00
## FAM129C                                         0.000000e+00
## FCER1A                                          0.000000e+00
## FCER2                                           0.000000e+00
## FCN1                                            0.000000e+00
## FLT3                                            0.000000e+00
## GHR                                             0.000000e+00
## IFNA1                                           0.000000e+00
## IGHD_membrane                                   0.000000e+00
## IGHE_secreted                                   0.000000e+00
## IGHG1_membrane                                  0.000000e+00
## IGHG1_secreted                                  0.000000e+00
## IGHG2_secreted                                  0.000000e+00
## IGHG3_secreted                                  0.000000e+00
## IGHG4_secreted                                  0.000000e+00
## IGLC3                                           0.000000e+00
## IL17A                                           0.000000e+00
## IL21                                            0.000000e+00
## IL25                                            0.000000e+00
## IL33                                            0.000000e+00
## IL9                                             0.000000e+00
## JCHAIN                                          0.000000e+00
## LRRC32                                          0.000000e+00
## MME                                             0.000000e+00
## MMP12                                           0.000000e+00
## MS4A1                                           0.000000e+00
## S100A12                                         0.000000e+00
## TCL1A                                           0.000000e+00
## TNFRSF17                                        0.000000e+00
## TPSAB1                                          0.000000e+00
## VPREB3                                          0.000000e+00
## AZU1                                            0.000000e+00
## CD40                                            0.000000e+00
## TLR8                                            0.000000e+00
## TNFRSF13C                                       0.000000e+00
## NRP1                                            1.829343e+00
## CD22                                            0.000000e+00
## GZMM                                            0.000000e+00
## MMP9                                            0.000000e+00
## PI3                                             0.000000e+00
## CCR4                                            0.000000e+00
## CD4                                             0.000000e+00
## CCR10                                           0.000000e+00
## IL17F                                           0.000000e+00
## BTLA                                            0.000000e+00
## CCL22                                           0.000000e+00
## KCNE3                                           0.000000e+00
## PDCD1                                           0.000000e+00
## TGFBI                                           1.000000e+00
## CXCL2                                           0.000000e+00
## IER5                                            6.853113e-01
## CXCL9                                           0.000000e+00
## TNFRSF18                                        7.453844e-01
## HMMR                                            2.082853e+00
## CXCR2                                           0.000000e+00
## IGHA1_secreted                                  0.000000e+00
## ADGRE1                                          0.000000e+00
## VMO1                                            0.000000e+00
## CXCR5                                           1.000000e+00
## TGFB1                                           1.632542e-01
## IGHM_secreted                                   0.000000e+00
## CXCR1                                           0.000000e+00
## CD1A                                            7.453844e-01
## CD14                                           -3.203427e-16
## TNFRSF4                                         0.000000e+00
## TLR9                                            0.000000e+00
## CCR7                                            2.321928e+00
## CXCL16                                          9.011321e-01
## TCF7                                           -3.203427e-16
## TGFB3                                          -8.395781e-01
## TLR2                                            2.635352e-01
## TCF4                                           -1.671781e-01
## LTB                                             4.512023e-02
## CD5                                             1.250250e+00
## IGHM_membrane                                   1.000000e+00
## CMTM2                                           2.068120e-01
## SNCA                                            1.585630e+00
## CD27                                            1.250250e+00
## TNFSF13                                         1.145675e-01
## B3GAT1                                          1.628067e+00
## CD3G                                            1.395818e+00
## THBS1                                           5.760387e-01
## CD160                                           3.772096e+00
## IL12RB1                                         7.320570e-01
## RNASE6                                          1.221910e+00
## ZNF683                                          2.234624e+00
## IKZF2                                           7.568852e-01
## STAT6                                          -4.792508e-02
## TSPAN32                                         3.417154e-01
## PTGDR2                                          1.266001e+00
## GIMAP7                                          5.660186e-01
## CD79B                                           5.752520e-01
## CTSD                                            3.919151e-01
## CD6                                             1.406694e+00
## CD3.SK7.CD3E.AHS0033.pAbO                       3.472335e-02
## CCR8                                            2.492166e+00
## CTLA4                                           1.830065e+00
## ATF6B                                           1.236655e-01
## ADGRG3                                         -1.112589e-02
## CD103.ITGAE.AHS0001.pAbO                        6.856086e-02
## CX3CR1                                          8.015269e-01
## PECAM1                                          1.405980e+00
## CD8B                                            1.347102e+00
## CD3D                                            1.085631e+00
## CCR3                                           -8.041065e-02
## VEGFA                                           9.022553e-01
## KLRC4                                           3.526065e-01
## S1PR1                                           4.305396e-01
## LGALS9                                          3.578338e-01
## MCM2                                            1.546451e+00
## CD38                                            3.907556e-01
## TNFSF13B                                        5.045010e-01
## PMCH                                            6.521257e-01
## CD86                                            8.932570e-01
## OAS1                                            4.134282e-01
## CD8.SK1.CD8A.AHS0228.pAbO                       8.715712e-02
## CX3CR1.CX3CR1.AHS0125.pAbO                      1.435541e-01
## KDELR1                                          5.274726e-02
## IL18                                            7.475094e-01
## IL15                                           -7.447834e-02
## EOMES                                           6.205066e-01
## NCAM1                                          -1.327656e-01
## CHI3L2                                         -2.090097e-01
## BCL11B                                          7.847613e-01
## CXCR3                                           4.738815e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                   4.360810e-02
## CD33                                            1.255811e+00
## HLA.DRA                                         1.174609e+00
## FOXP3                                          -1.918705e-01
## LAG3                                            2.319780e+00
## GAB2                                            1.999745e-01
## IL2RA                                           3.132656e-01
## PASK                                            1.629853e-01
## FBXO22                                          6.054563e-01
## STAT1                                           4.847467e-01
## CD7                                             2.023721e-01
## CD2.CD2.AHS0029.pAbO                            0.000000e+00
## KLRC3                                           8.402331e-01
## LGALS3                                          7.313048e-01
## CD33.WM53.CD33.AHS0044.pAbO                     1.391936e-01
## CD95.FAS.AHS0023.pAbO                           0.000000e+00
## RORA                                            9.168544e-01
## CD8A                                            1.748146e-01
## TRAT1                                           1.876046e+00
## HLA.DQA1                                        1.762035e+00
## CCR7.CCR7.AHS0273.pAbO                          1.148540e-02
## IL7R                                            2.765003e-02
## HLA.DQB1                                        1.614776e+00
## FOXO3                                          -1.926809e-01
## IL12RB2                                         1.330742e+00
## KLRG1                                           8.747011e-01
## GLG1                                           -2.175114e-01
## ITK                                             4.174091e-01
## CD44                                            2.928596e-01
## TNFSF8                                          9.496562e-01
## ICOS                                            3.808136e-01
## CBLB                                            2.063561e-01
## PSEN1                                          -9.188091e-02
## TIAF1                                          -3.693470e-03
## YBX3                                            6.373947e-01
## HLA.DMB                                         5.555590e-01
## HLA.DPB1                                        1.034704e+00
## DUSP1                                          -5.430858e-02
## GNAI2                                           4.028459e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                    2.669187e-03
## GZMH                                            1.138595e+00
## STAT3                                           1.322657e-01
## CD18.ITGB2.AHS0091.pAbO                         0.000000e+00
## PDIA4                                           5.510529e-01
## Tim3.HAVCR2.AHS0016.pAbO                        2.669187e-03
## ITGAX                                           8.784370e-01
## FOXO1                                           4.061770e-01
## CCR1                                           -1.292280e-01
## LEF1                                            1.181452e-01
## RGS1                                            7.115079e-01
## CCR6                                            1.970225e-01
## SPOCK2                                         -6.314722e-02
## CNOT2                                           3.230831e-01
## TRIB2                                           3.056819e-01
## CD102.ICAM2.AHS0155.pAbO                        5.990918e-02
## PCNA                                            5.124811e-01
## HMGB2                                           4.295112e-01
## ANXA5                                           4.984045e-01
## NINJ2                                           5.906518e-02
## IFITM3                                          8.932959e-01
## TARP_refseq                                     2.824203e-01
## IL4R                                            3.584100e-01
## CD300A                                          2.049866e-01
## FAS                                             4.442138e-01
## TIGIT                                           1.351592e+00
## IGBP1                                           1.647705e-01
## IL23R                                           1.574128e-01
## VNN2                                           -3.250587e-01
## KIT                                             8.065081e-01
## KIR2DL1                                         1.177158e+00
## HLA.DPA1                                        6.433702e-01
## IL18RAP                                         3.262140e-01
## HLA.DMA                                         3.682488e-01
## FAM65B                                         -2.933373e-01
## LAT                                            -2.608623e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                   2.784661e-02
## CCR5                                           -3.332607e-01
## ITGAL                                          -2.758824e-01
## DPP4                                            2.278291e-01
## VPS28                                           4.576960e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO                 1.883780e-02
## ADA                                             5.108512e-01
## GIMAP5                                         -6.791274e-01
## CCR2                                           -5.304986e-01
## TRAC                                            2.467560e-01
## CXCR6                                          -3.976286e-01
## LAT2                                            5.465535e-01
## ITGAE                                           2.747522e-01
## FYB                                            -1.813289e-01
## IFNGR1                                          2.181331e-03
## PRDM1                                           3.313705e-01
## CD244                                          -3.573352e-01
## NCR3                                            2.433718e-01
## CD94.KLRD1.AHS0085.pAbO                         4.423792e-03
## LIPA                                            2.678840e-01
## PIK3AP1                                        -9.462933e-02
## CD3E                                            1.422740e-01
## STAT4                                           2.096310e-01
## ITGAM                                           1.722951e-01
## XBP1                                            2.508498e-01
## PDIA6                                           5.425748e-01
## RPN2                                            4.549413e-01
## BIN2                                           -1.347949e-01
## GAPDH                                           5.690113e-02
## IFITM2                                          5.730135e-01
## IKZF1                                           2.152041e-01
## ITGA4                                           1.796943e-01
## CD52                                            1.039842e-01
## LAP3                                            3.375738e-01
## CD74                                            2.609940e-01
## IL18R1                                          2.716357e-02
## BAX                                             6.814280e-03
## CD247                                           4.915434e-01
## LGALS1                                          5.012380e-03
## KLRC1                                           6.161436e-02
## ENTPD1                                          1.080822e-01
## HAVCR2                                          7.819370e-02
## GZMA                                            3.503677e-03
## BCL2                                           -9.908222e-02
## CCL5                                            1.885632e-01
## GIMAP2                                         -6.417925e-01
## LYN                                             1.371142e-01
## KLRF1                                           5.874108e-01
## RUNX3                                           2.006721e-01
## IL32                                            1.019647e-01
## CASP3                                           1.279493e-01
## ITGB2                                           6.909877e-01
## FYN                                             1.146654e-01
## APOBEC3G                                        7.259087e-02
## GNLY                                            3.355567e-03
## PIK3IP1                                        -1.251001e+00
## CCND2                                           9.480409e-02
## CD37                                           -1.429854e-01
## CD335.NCR1.AHS0068.pAbO                         1.578138e-02
## FCER1G                                          2.561389e-02
## TNFSF10                                         3.482975e-02
## S100A10                                         8.345721e-02
## CASP5                                          -6.591613e-02
## LCK                                             8.036012e-02
## BTG1                                            4.321823e-04
## KLRB1                                          -1.257905e-01
## CD48                                            4.572544e-02
## TRDC                                            1.081571e-01
## CTSW                                            4.114228e-02
## FCGR3A                                          7.193434e-01
## GZMK                                            4.715528e-01
## KLRK1                                          -3.881611e-02
## TXK                                            -3.905412e-01
## CD2                                             2.599470e-02
## SELPLG                                         -2.100599e-01
## LAMP1                                           1.307812e-02
## ARL4C                                          -4.973013e-01
## TRBC2                                           1.200815e-02
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO           4.842605e-03
## IL2RB                                           2.047163e-03
## PTPRC                                          -2.813766e-02
## DOCK8                                          -2.851138e-02
## CST7                                            7.401810e-02
## CD63                                            1.842854e-03
## CXCR4                                          -1.649007e-01
## PRF1                                            2.455086e-03
## NKG7                                            1.676954e-02
## HLA.A                                           0.000000e+00
## HLA.C                                           0.000000e+00
##                                           rank.logFC.detected
## CSF2                                                       70
## IFNG                                                       77
## CCL4                                                      120
## CCL3                                                      101
## XCL1                                                       23
## MYC                                                        69
## IER3                                                       11
## TNF                                                        75
## CD4.SK3.CD4.AHS0032.pAbO                                   86
## ICAM1                                                      49
## BCL2A1                                                     15
## EGR3                                                        4
## CCL1                                                       22
## CD81.CD81.AHS0021.pAbO                                    135
## DUSP2                                                      23
## NAMPT                                                      64
## GZMB                                                      116
## CD69.CD69.AHS0010.pAbO                                    135
## FOSB                                                       11
## CD152.CTLA4.AHS0017.pAbO                                  128
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                           189
## FASLG                                                      18
## EGR1                                                       38
## IgM.IGHM.AHS0198.pAbO                                     110
## IRF8                                                       85
## BIRC3                                                      81
## LIF                                                         2
## TNFSF14                                                    60
## IRF4                                                       24
## CD226.CD226.AHS0079.pAbO                                  119
## IL13                                                        4
## CD26.DPP4.AHS0109.pAbO                                    135
## TBX21                                                      58
## CD7.CD7.AHS0043.pAbO                                      135
## STAT5A                                                     50
## CD1D.CD1D.AHS0219.pAbO                                    215
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO                 198
## ZBED2                                                       1
## FOSL1                                                       1
## SEMA7A                                                      6
## IL3                                                        17
## JUN                                                        47
## C10orf54                                                   41
## CD314.KLRK1.AHS0065.pAbO                                  135
## LTA                                                        26
## CD215.IL15RA.AHS0212.pAbO                                 205
## BACH2                                                      16
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                        133
## CD80                                                       53
## KIAA0101                                                   23
## CD22.CD22.AHS0195.pAbO                                     98
## CD14.MPHIP9.CD14.AHS0037.pAbO                             109
## FTH1                                                       36
## JUNB                                                       15
## CD45RO.PTPRC.AHS0036.pAbO                                 135
## TYMS                                                       82
## CD127.IL7R.AHS0028.pAbO                                   127
## TNFRSF8                                                     3
## CD40LG                                                      6
## CD38.HIT2.CD38.AHS0022.pAbO                               135
## CD9                                                        49
## TK1                                                        15
## CD69                                                       91
## IL4                                                         7
## CD5.UCHT2.CD5.AHS0047.pAbO                                105
## FN1                                                        14
## CD34.581.CD34.AHS0061.pAbO                                124
## TNFRSF1B                                                   69
## LAIR2                                                      51
## CD39.ENTPD1.AHS0006.pAbO                                  135
## CD45RA.HI100.PTPRC.AHS0009.pAbO                           210
## CD70                                                       50
## AURKB                                                      14
## CD25.2A3.IL2RA.AHS0026.pAbO                               183
## CD27.L128.CD27.AHS0249.pAbO                                96
## CCNB1                                                      25
## CD40.CD40.AHS0117.pAbO                                     74
## MCM4                                                       44
## UBE2C                                                      13
## PTTG2                                                      48
## CD19.SJ25C1.CD19.AHS0030.pAbO                             133
## CD274                                                      26
## DUSP4                                                      82
## MGST1                                                      34
## IL1RN                                                       7
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                       134
## IL15RA                                                     81
## MZB1                                                       62
## IL2                                                         3
## CD72                                                        8
## IL1RL1                                                     57
## MKI67                                                      10
## IL3RA                                                      55
## IGKC                                                       19
## IL6                                                        19
## FOXP1                                                      58
## CXCL8                                                      17
## AIM2                                                       45
## IgD.IGHD.AHS0058.pAbO                                     118
## IL1B                                                        5
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                          135
## TNFRSF9                                                     2
## GATA3                                                      47
## TMEM97                                                     35
## CLEC2D                                                     55
## SELL                                                       26
## RORC                                                        4
## CD200                                                       4
## POU2AF1                                                     2
## FUT4                                                      100
## TOP2A                                                      51
## BCL6                                                       89
## LAMP3                                                      34
## CCL20                                                       1
## PYCR1                                                      29
## QPCT                                                       47
## ZBTB16                                                     57
## IL31                                                        1
## IL6R                                                        1
## CXCL5                                                      98
## CD79A                                                      13
## NT5E                                                       10
## CD21.B.LY4.CR2.AHS0074.pAbO                               144
## LILRB4                                                      5
## CD24                                                       75
## PAX5                                                       30
## CLEC4D                                                     34
## IL9R                                                       27
## IL5                                                        66
## CCL2                                                       51
## SLAMF1                                                     63
## SLC25A37                                                   77
## CD163                                                      27
## CD36                                                       27
## CLEC4E                                                     27
## CMKLR1                                                     27
## IL1R2                                                      27
## CTSG                                                        5
## THBD                                                       52
## ARG1                                                       52
## MITF                                                       52
## TLR7                                                       12
## RNASE2                                                     62
## SPP1                                                       62
## CSF3                                                       27
## IL22                                                       48
## S100A9                                                     81
## TREM1                                                      27
## SLC7A7                                                     52
## TNFRSF25                                                   31
## HLA.DRB3                                                   34
## CXCL10                                                     82
## CD28                                                       34
## VSIG4                                                      62
## LY86                                                       77
## ZAP70                                                     124
## IL12A                                                      19
## ALAS2                                                     149
## AOC3                                                      149
## APOE                                                      149
## AQP9                                                      149
## BLK                                                       149
## BLNK                                                      149
## BPI                                                       149
## C1QA                                                      149
## C1QB                                                      149
## CCL13                                                     149
## CCL17                                                     149
## CCL19                                                     149
## CCR9                                                      149
## CD1B                                                      149
## CD1C                                                      149
## CD209                                                     149
## CD34                                                      149
## CEACAM8                                                   149
## CHI3L1                                                    149
## CLC                                                       149
## CLEC10A                                                   149
## CNTNAP3                                                   149
## CPA3                                                      149
## CR2                                                       149
## CXCL1                                                     149
## CXCL11                                                    149
## CXCL13                                                    149
## CXCL3                                                     149
## DEFA3                                                     149
## DEFA4                                                     149
## EBF1                                                      149
## ELANE                                                     149
## EPX                                                       149
## F13A1                                                     149
## F5                                                        149
## FAM129C                                                   149
## FCER1A                                                    149
## FCER2                                                     149
## FCN1                                                      149
## FLT3                                                      149
## GHR                                                       149
## IFNA1                                                     149
## IGHD_membrane                                             149
## IGHE_secreted                                             149
## IGHG1_membrane                                            149
## IGHG1_secreted                                            149
## IGHG2_secreted                                            149
## IGHG3_secreted                                            149
## IGHG4_secreted                                            149
## IGLC3                                                     149
## IL17A                                                     149
## IL21                                                      149
## IL25                                                      149
## IL33                                                      149
## IL9                                                       149
## JCHAIN                                                    149
## LRRC32                                                    149
## MME                                                       149
## MMP12                                                     149
## MS4A1                                                     149
## S100A12                                                   149
## TCL1A                                                     149
## TNFRSF17                                                  149
## TPSAB1                                                    149
## VPREB3                                                    149
## AZU1                                                      217
## CD40                                                      217
## TLR8                                                      217
## TNFRSF13C                                                 217
## NRP1                                                       18
## CD22                                                      149
## GZMM                                                      149
## MMP9                                                      149
## PI3                                                       149
## CCR4                                                      217
## CD4                                                       217
## CCR10                                                     217
## IL17F                                                     149
## BTLA                                                      149
## CCL22                                                     149
## KCNE3                                                     149
## PDCD1                                                     149
## TGFBI                                                      52
## CXCL2                                                     217
## IER5                                                       84
## CXCL9                                                     149
## TNFRSF18                                                   79
## HMMR                                                       24
## CXCR2                                                     149
## IGHA1_secreted                                            248
## ADGRE1                                                    217
## VMO1                                                      248
## CXCR5                                                      52
## TGFB1                                                     159
## IGHM_secreted                                             217
## CXCR1                                                     217
## CD1A                                                       79
## CD14                                                      234
## TNFRSF4                                                   217
## TLR9                                                      234
## CCR7                                                       19
## CXCL16                                                    107
## TCF7                                                      149
## TGFB3                                                     453
## TLR2                                                      128
## TCF4                                                      386
## LTB                                                       117
## CD5                                                        34
## IGHM_membrane                                              52
## CMTM2                                                     138
## SNCA                                                       58
## CD27                                                       34
## TNFSF13                                                   167
## B3GAT1                                                     19
## CD3G                                                       27
## THBS1                                                      46
## CD160                                                       1
## IL12RB1                                                   116
## RNASE6                                                     41
## ZNF683                                                     12
## IKZF2                                                     108
## STAT6                                                     266
## TSPAN32                                                    61
## PTGDR2                                                     40
## GIMAP7                                                     92
## CD79B                                                     101
## CTSD                                                       92
## CD6                                                        63
## CD3.SK7.CD3E.AHS0033.pAbO                                 193
## CCR8                                                        3
## CTLA4                                                      41
## ATF6B                                                     194
## ADGRG3                                                    338
## CD103.ITGAE.AHS0001.pAbO                                  176
## CX3CR1                                                     68
## PECAM1                                                     73
## CD8B                                                       30
## CD3D                                                       48
## CCR3                                                      379
## VEGFA                                                      63
## KLRC4                                                     123
## S1PR1                                                     106
## LGALS9                                                    117
## MCM2                                                       64
## CD38                                                      111
## TNFSF13B                                                  134
## PMCH                                                      119
## CD86                                                      103
## OAS1                                                      110
## CD8.SK1.CD8A.AHS0228.pAbO                                 112
## CX3CR1.CX3CR1.AHS0125.pAbO                                156
## KDELR1                                                    180
## IL18                                                       78
## IL15                                                      339
## EOMES                                                      99
## NCAM1                                                     388
## CHI3L2                                                    310
## BCL11B                                                     71
## CXCR3                                                     137
## CD28.CD28.2.CD28.AHS0024.pAbO                             114
## CD33                                                       67
## HLA.DRA                                                    44
## FOXP3                                                     400
## LAG3                                                        9
## GAB2                                                      165
## IL2RA                                                     107
## PASK                                                      164
## FBXO22                                                    123
## STAT1                                                      97
## CD7                                                       106
## CD2.CD2.AHS0029.pAbO                                      135
## KLRC3                                                      66
## LGALS3                                                     97
## CD33.WM53.CD33.AHS0044.pAbO                               104
## CD95.FAS.AHS0023.pAbO                                     135
## RORA                                                       60
## CD8A                                                      148
## TRAT1                                                      39
## HLA.DQA1                                                   17
## CCR7.CCR7.AHS0273.pAbO                                    125
## IL7R                                                      224
## HLA.DQB1                                                   22
## FOXO3                                                     393
## IL12RB2                                                    32
## KLRG1                                                      65
## GLG1                                                      380
## ITK                                                        78
## CD44                                                       83
## TNFSF8                                                     59
## ICOS                                                      140
## CBLB                                                      143
## PSEN1                                                     368
## TIAF1                                                     327
## YBX3                                                       98
## HLA.DMB                                                   102
## HLA.DPB1                                                   53
## DUSP1                                                     297
## GNAI2                                                     124
## IgG.IGHG1_2_3_4.AHS0059.pAbO                              128
## GZMH                                                       46
## STAT3                                                     192
## CD18.ITGB2.AHS0091.pAbO                                   135
## PDIA4                                                     107
## Tim3.HAVCR2.AHS0016.pAbO                                  135
## ITGAX                                                      56
## FOXO1                                                     119
## CCR1                                                      382
## LEF1                                                       93
## RGS1                                                       90
## CCR6                                                      142
## SPOCK2                                                    340
## CNOT2                                                     103
## TRIB2                                                     132
## CD102.ICAM2.AHS0155.pAbO                                  179
## PCNA                                                      103
## HMGB2                                                     108
## ANXA5                                                     123
## NINJ2                                                     180
## IFITM3                                                    108
## TARP_refseq                                               142
## IL4R                                                       94
## CD300A                                                     76
## FAS                                                       126
## TIGIT                                                      29
## IGBP1                                                     149
## IL23R                                                     156
## VNN2                                                      389
## KIT                                                        74
## KIR2DL1                                                    43
## HLA.DPA1                                                   96
## IL18RAP                                                   102
## HLA.DMA                                                   120
## FAM65B                                                    409
## LAT                                                       383
## CD161.DX12.KLRB1.AHS0002.pAbO                             191
## CCR5                                                      409
## ITGAL                                                     370
## DPP4                                                      143
## VPS28                                                     186
## CD279.EH12.1.PDCD1.AHS0014.pAbO                           204
## ADA                                                       130
## GIMAP5                                                    429
## CCR2                                                      434
## TRAC                                                      156
## CXCR6                                                     350
## LAT2                                                      128
## ITGAE                                                     151
## FYB                                                       332
## IFNGR1                                                    243
## PRDM1                                                     125
## CD244                                                     384
## NCR3                                                      138
## CD94.KLRD1.AHS0085.pAbO                                   207
## LIPA                                                      144
## PIK3AP1                                                   278
## CD3E                                                      189
## STAT4                                                     162
## ITGAM                                                     176
## XBP1                                                      165
## PDIA6                                                     130
## RPN2                                                      129
## BIN2                                                      351
## GAPDH                                                     203
## IFITM2                                                    127
## IKZF1                                                     146
## ITGA4                                                     147
## CD52                                                       99
## LAP3                                                      153
## CD74                                                      134
## IL18R1                                                    223
## BAX                                                       206
## CD247                                                     110
## LGALS1                                                    128
## KLRC1                                                     111
## ENTPD1                                                    193
## HAVCR2                                                    113
## GZMA                                                      208
## BCL2                                                      333
## CCL5                                                      145
## GIMAP2                                                    442
## LYN                                                       184
## KLRF1                                                     100
## RUNX3                                                     161
## IL32                                                      196
## CASP3                                                     187
## ITGB2                                                      91
## FYN                                                       123
## APOBEC3G                                                  205
## GNLY                                                      122
## PIK3IP1                                                   455
## CCND2                                                     194
## CD37                                                      303
## CD335.NCR1.AHS0068.pAbO                                   199
## FCER1G                                                    121
## TNFSF10                                                   211
## S100A10                                                   187
## CASP5                                                     316
## LCK                                                       172
## BTG1                                                      131
## KLRB1                                                     287
## CD48                                                      197
## TRDC                                                      165
## CTSW                                                      190
## FCGR3A                                                     89
## GZMK                                                      112
## KLRK1                                                     300
## TXK                                                       348
## CD2                                                       193
## SELPLG                                                    382
## LAMP1                                                     199
## ARL4C                                                     425
## TRBC2                                                     204
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO                     206
## IL2RB                                                     230
## PTPRC                                                     270
## DOCK8                                                     281
## CST7                                                      174
## CD63                                                      233
## CXCR4                                                     359
## PRF1                                                      126
## NKG7                                                      197
## HLA.A                                                     135
## HLA.C                                                     135
as.data.frame(m[1]) %>%
    arrange(desc(mean.AUC))
##                                           group group_name self.average
## CSF2                                          1          1 5.2331073918
## CCL4                                          1          1 7.7950963728
## EGR3                                          1          1 2.5353593134
## XCL1                                          1          1 2.0535921625
## CCL3                                          1          1 5.5174847949
## DUSP2                                         1          1 3.2695030676
## IER3                                          1          1 1.9728707425
## ICAM1                                         1          1 2.7259893454
## TNF                                           1          1 4.0149343882
## IFNG                                          1          1 2.7491748038
## BCL2A1                                        1          1 1.4521149210
## MYC                                           1          1 2.3055738426
## CCL1                                          1          1 2.9371071860
## CD11b.ICRF44.ITGAM.AHS0184.pAbO               1          1 0.8825132707
## GZMB                                          1          1 6.2178279962
## IRF8                                          1          1 3.2748549236
## NAMPT                                         1          1 1.1887076363
## CD4.SK3.CD4.AHS0032.pAbO                      1          1 0.1875472910
## BIRC3                                         1          1 2.3626464235
## CD18.ITGB2.AHS0091.pAbO                       1          1 3.1833659217
## TBX21                                         1          1 2.0455003738
## CD2.CD2.AHS0029.pAbO                          1          1 2.9539064892
## EGR1                                          1          1 1.5109937847
## SEMA7A                                        1          1 0.5822659961
## LTA                                           1          1 1.1712631395
## CD69.CD69.AHS0010.pAbO                        1          1 2.4272393045
## FOSB                                          1          1 0.5519000993
## FN1                                           1          1 0.6754924528
## CD19.SJ25C1.CD19.AHS0030.pAbO                 1          1 0.2631484855
## IRF4                                          1          1 0.5938814415
## CD70                                          1          1 1.5785032650
## FASLG                                         1          1 0.7768251538
## ZBED2                                         1          1 0.3648338249
## CD26.DPP4.AHS0109.pAbO                        1          1 3.3621016629
## CD38.HIT2.CD38.AHS0022.pAbO                   1          1 1.6790837994
## IL2RA                                         1          1 2.1178197989
## LIF                                           1          1 1.1236815254
## CD226.CD226.AHS0079.pAbO                      1          1 0.9202734799
## CD69                                          1          1 2.0699800186
## TNFRSF8                                       1          1 0.4509430882
## Tim3.HAVCR2.AHS0016.pAbO                      1          1 2.5038173306
## TNFSF14                                       1          1 1.5475092118
## IL13                                          1          1 0.5190252530
## LAIR2                                         1          1 0.5611730037
## JUNB                                          1          1 0.2910330069
## FOSL1                                         1          1 0.1799636965
## ITK                                           1          1 1.5776762511
## BACH2                                         1          1 0.2830796588
## TNFRSF1B                                      1          1 2.0004788663
## STAT5A                                        1          1 0.8748858092
## CD80                                          1          1 0.2398362654
## CD39.ENTPD1.AHS0006.pAbO                      1          1 1.6966606221
## CD7.CD7.AHS0043.pAbO                          1          1 3.5531561364
## CD152.CTLA4.AHS0017.pAbO                      1          1 0.9331140302
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO            1          1 0.6116741161
## JUN                                           1          1 0.4948805992
## IL12RB2                                       1          1 0.9125389788
## YBX3                                          1          1 0.3339666155
## IL1RN                                         1          1 0.1395607719
## HLA.DRA                                       1          1 1.0437607045
## HLA.DRB3                                      1          1 0.5338849048
## IL3RA                                         1          1 0.1792034551
## DUSP4                                         1          1 1.7624262598
## IL3                                           1          1 0.2215009950
## KLRC3                                         1          1 0.6283903503
## FTH1                                          1          1 0.1649183731
## IgM.IGHM.AHS0198.pAbO                         1          1 0.2502218730
## PYCR1                                         1          1 0.1948391214
## CD25.2A3.IL2RA.AHS0026.pAbO                   1          1 0.1689733651
## CLEC2D                                        1          1 0.1395099971
## TK1                                           1          1 0.7641923163
## CD72                                          1          1 0.0557865358
## UBE2C                                         1          1 0.5058799218
## CD274                                         1          1 0.0476602701
## TIGIT                                         1          1 0.9043182367
## TNFRSF9                                       1          1 0.0285412937
## CD14.MPHIP9.CD14.AHS0037.pAbO                 1          1 0.1330145169
## CD9                                           1          1 0.2980501378
## HLA.DPB1                                      1          1 0.7023299362
## IL15RA                                        1          1 0.3157856084
## TYMS                                          1          1 1.6216255644
## GATA3                                         1          1 0.0414549681
## CTLA4                                         1          1 0.0283057028
## CD314.KLRK1.AHS0065.pAbO                      1          1 1.4094039125
## CD3D                                          1          1 0.1177948494
## LAMP3                                         1          1 0.0264779729
## KIAA0101                                      1          1 0.9408066327
## AIM2                                          1          1 0.0266426774
## CCNB1                                         1          1 0.3706513766
## IL1B                                          1          1 0.0202406892
## IER5                                          1          1 0.0320569985
## POU2AF1                                       1          1 0.0102090614
## CD27.L128.CD27.AHS0249.pAbO                   1          1 0.0627528873
## CD40LG                                        1          1 0.1644639572
## AURKB                                         1          1 0.5674318803
## CXCL16                                        1          1 0.0288000855
## FOXP1                                         1          1 0.1451354474
## TCF7                                          1          1 0.0098318653
## IL4                                           1          1 0.0172715889
## CD40.CD40.AHS0117.pAbO                        1          1 0.0087680403
## B3GAT1                                        1          1 0.0144297857
## CXCL8                                         1          1 0.0169034656
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO     1          1 0.2368015053
## TNFRSF4                                       1          1 0.0170132442
## MCM4                                          1          1 0.6869098083
## IL1RL1                                        1          1 0.0566241444
## IL6                                           1          1 0.0321014691
## CD5.UCHT2.CD5.AHS0047.pAbO                    1          1 0.1162697812
## SLAMF1                                        1          1 0.0068848841
## CD86                                          1          1 0.1040614683
## CD200                                         1          1 0.0033794071
## LILRB4                                        1          1 0.0045717716
## LAG3                                          1          1 0.0323827216
## IL6R                                          1          1 0.0021773262
## TGFBI                                         1          1 0.0078539739
## QPCT                                          1          1 0.1051077166
## IL2                                           1          1 0.0051351369
## HAVCR2                                        1          1 2.6486858779
## CD79A                                         1          1 0.0069276470
## MGST1                                         1          1 0.0546084743
## SLC25A37                                      1          1 0.0188278657
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO           1          1 0.0756973245
## CD215.IL15RA.AHS0212.pAbO                     1          1 0.7213246887
## ADGRE1                                        1          1 0.0046239090
## CD3G                                          1          1 0.0028146417
## SLC7A7                                        1          1 0.0019617332
## CLEC4D                                        1          1 0.0007180273
## IL12A                                         1          1 0.0010346758
## CCL22                                         1          1 0.0009274840
## IL1R2                                         1          1 0.0006145892
## S100A9                                        1          1 0.0011333923
## IL5                                           1          1 0.0022433101
## BCL6                                          1          1 0.0111380403
## VMO1                                          1          1 0.0030760278
## CD127.IL7R.AHS0028.pAbO                       1          1 0.3655611219
## CCL2                                          1          1 0.0011238824
## EPX                                           1          1 0.0001794597
## IL22                                          1          1 0.0012763813
## LRRC32                                        1          1 0.0002541254
## CXCL3                                         1          1 0.0005269680
## SPP1                                          1          1 0.0002283866
## CLEC4E                                        1          1 0.0001065388
## PI3                                           1          1 0.0002969448
## CD24                                          1          1 0.0019657750
## KCNE3                                         1          1 0.0001660692
## CD28                                          1          1 0.0006707368
## GZMM                                          1          1 0.0006863061
## ALAS2                                         1          1 0.0000000000
## APOE                                          1          1 0.0000000000
## AQP9                                          1          1 0.0000000000
## AZU1                                          1          1 0.0000000000
## BLK                                           1          1 0.0000000000
## BLNK                                          1          1 0.0000000000
## BPI                                           1          1 0.0000000000
## C1QA                                          1          1 0.0000000000
## C1QB                                          1          1 0.0000000000
## CCL13                                         1          1 0.0000000000
## CCL17                                         1          1 0.0000000000
## CCL19                                         1          1 0.0000000000
## CCR9                                          1          1 0.0000000000
## CD1B                                          1          1 0.0000000000
## CD209                                         1          1 0.0000000000
## CD22                                          1          1 0.0000000000
## CD34                                          1          1 0.0000000000
## CEACAM8                                       1          1 0.0000000000
## CHI3L1                                        1          1 0.0000000000
## CLC                                           1          1 0.0000000000
## CLEC10A                                       1          1 0.0000000000
## CPA3                                          1          1 0.0000000000
## CXCL11                                        1          1 0.0000000000
## CXCL13                                        1          1 0.0000000000
## CXCL9                                         1          1 0.0000000000
## DEFA3                                         1          1 0.0000000000
## DEFA4                                         1          1 0.0000000000
## EBF1                                          1          1 0.0000000000
## ELANE                                         1          1 0.0000000000
## F13A1                                         1          1 0.0000000000
## FCER1A                                        1          1 0.0000000000
## FCER2                                         1          1 0.0000000000
## FCN1                                          1          1 0.0000000000
## GHR                                           1          1 0.0000000000
## IGHD_membrane                                 1          1 0.0000000000
## IGHE_secreted                                 1          1 0.0000000000
## IGHG1_membrane                                1          1 0.0000000000
## IGHG2_secreted                                1          1 0.0000000000
## IGHG4_secreted                                1          1 0.0000000000
## IGLC3                                         1          1 0.0000000000
## IL17A                                         1          1 0.0000000000
## IL17F                                         1          1 0.0000000000
## IL21                                          1          1 0.0000000000
## IL25                                          1          1 0.0000000000
## IL31                                          1          1 0.0000000000
## IL33                                          1          1 0.0000000000
## IL9                                           1          1 0.0000000000
## MME                                           1          1 0.0000000000
## MMP12                                         1          1 0.0000000000
## S100A12                                       1          1 0.0000000000
## TCL1A                                         1          1 0.0000000000
## TLR8                                          1          1 0.0000000000
## TNFRSF17                                      1          1 0.0000000000
## VPREB3                                        1          1 0.0000000000
## AOC3                                          1          1 0.0000000000
## CMKLR1                                        1          1 0.0012102570
## ARG1                                          1          1 0.0000000000
## CD36                                          1          1 0.0000000000
## CNTNAP3                                       1          1 0.0000000000
## FLT3                                          1          1 0.0000000000
## IGHG1_secreted                                1          1 0.0000000000
## IGHG3_secreted                                1          1 0.0000000000
## RNASE2                                        1          1 0.0000000000
## CXCL2                                         1          1 0.0000000000
## MS4A1                                         1          1 0.0000000000
## TREM1                                         1          1 0.0009300543
## CCR4                                          1          1 0.0000000000
## IFNA1                                         1          1 0.0000000000
## CD5                                           1          1 0.0016334783
## CD163                                         1          1 0.0000000000
## CD4                                           1          1 0.0008700341
## BTLA                                          1          1 0.0000000000
## CTSG                                          1          1 0.0018261772
## CD40                                          1          1 0.0007553132
## MMP9                                          1          1 0.0000000000
## F5                                            1          1 0.0001684392
## CR2                                           1          1 0.0000000000
## CD1C                                          1          1 0.0000000000
## CXCL10                                        1          1 0.0001634476
## CXCR2                                         1          1 0.0007338176
## IGHM_membrane                                 1          1 0.0005286232
## MITF                                          1          1 0.0000000000
## JCHAIN                                        1          1 0.0000000000
## CD1A                                          1          1 0.0044330076
## IGHM_secreted                                 1          1 0.0000000000
## THBD                                          1          1 0.0000000000
## TLR2                                          1          1 0.0010227313
## TPSAB1                                        1          1 0.0014149305
## VSIG4                                         1          1 0.0001921613
## FAM129C                                       1          1 0.0000000000
## CXCL1                                         1          1 0.0000000000
## ZAP70                                         1          1 0.0647319093
## CD8.SK1.CD8A.AHS0228.pAbO                     1          1 1.0391692230
## PDCD1                                         1          1 0.0010158071
## TNFRSF13C                                     1          1 0.0002267180
## TNFRSF18                                      1          1 0.0326160468
## TOP2A                                         1          1 0.7177231340
## PAX5                                          1          1 0.0089680045
## CCR10                                         1          1 0.0000000000
## LY86                                          1          1 0.0042414706
## CD8B                                          1          1 0.0027729597
## CD27                                          1          1 0.0030424663
## NT5E                                          1          1 0.0032814919
## CXCR1                                         1          1 0.0005670380
## FOXP3                                         1          1 0.0358073948
## CD22.CD22.AHS0195.pAbO                        1          1 0.2171553438
## PECAM1                                        1          1 0.4237102454
## CSF3                                          1          1 0.0001566069
## CMTM2                                         1          1 0.0107643371
## CCR7                                          1          1 0.0023768852
## TGFB3                                         1          1 0.0035224885
## TLR7                                          1          1 0.0010969678
## MKI67                                         1          1 0.1800605501
## CHI3L2                                        1          1 0.0094929432
## CXCR5                                         1          1 0.0099572401
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO              1          1 3.1712397082
## TLR9                                          1          1 0.0019673675
## CD14                                          1          1 0.0041244309
## CD103.ITGAE.AHS0001.pAbO                      1          1 0.0268971456
## CD95.FAS.AHS0023.pAbO                         1          1 2.9907402557
## IGKC                                          1          1 0.0404068156
## CCR3                                          1          1 0.0024723616
## CCL20                                         1          1 0.0013625546
## CD3.SK7.CD3E.AHS0033.pAbO                     1          1 0.0842909465
## LTB                                           1          1 0.0304877635
## TCF4                                          1          1 0.0132316266
## STAT6                                         1          1 0.1258790334
## CX3CR1                                        1          1 0.0198077537
## CD6                                           1          1 0.0265442185
## RNASE6                                        1          1 0.0195523200
## RGS1                                          1          1 0.9480715696
## NRP1                                          1          1 0.0311810485
## PMCH                                          1          1 0.0515605062
## HLA.DQA1                                      1          1 1.1333189812
## SELL                                          1          1 0.0514083235
## IL15                                          1          1 0.0786597580
## HLA.DPA1                                      1          1 1.3576619013
## FUT4                                          1          1 0.0580562399
## HMMR                                          1          1 0.2058343076
## KLRC4                                         1          1 0.0713686655
## CD28.CD28.2.CD28.AHS0024.pAbO                 1          1 0.0608298010
## PTGDR2                                        1          1 0.0222847060
## S1PR1                                         1          1 0.0664456337
## IGHA1_secreted                                1          1 0.0051137753
## SNCA                                          1          1 0.0291428088
## MZB1                                          1          1 0.5939634857
## TNFRSF25                                      1          1 0.0019964361
## ICOS                                          1          1 0.3723841597
## MCM2                                          1          1 0.8170418959
## TNFSF13B                                      1          1 0.0499077569
## THBS1                                         1          1 0.0235236316
## CD1D.CD1D.AHS0219.pAbO                        1          1 0.3738422303
## RORC                                          1          1 0.0566792235
## BCL11B                                        1          1 0.1158132019
## CD160                                         1          1 0.0251973721
## TNFSF13                                       1          1 0.0554425727
## CD34.581.CD34.AHS0061.pAbO                    1          1 0.1915852402
## IL9R                                          1          1 0.0306327979
## PTTG2                                         1          1 0.2529992647
## PASK                                          1          1 0.1637859539
## KDELR1                                        1          1 0.0904578952
## IKZF2                                         1          1 0.0402313587
## KLRG1                                         1          1 0.0132296625
## CD79B                                         1          1 0.0270860300
## VEGFA                                         1          1 0.3683371587
## IL7R                                          1          1 0.0200604552
## TSPAN32                                       1          1 0.1042762822
## EOMES                                         1          1 0.0925614524
## ZNF683                                        1          1 0.0856216297
## CCR8                                          1          1 0.0196275300
## CD94.KLRD1.AHS0085.pAbO                       1          1 1.7607314650
## NCAM1                                         1          1 0.1581153915
## CCR7.CCR7.AHS0273.pAbO                        1          1 0.1892852711
## FAS                                           1          1 0.5051481427
## ITGAX                                         1          1 1.9057338989
## CD38                                          1          1 0.1378626000
## RORA                                          1          1 0.0708289684
## TNFSF8                                        1          1 0.0587784294
## CX3CR1.CX3CR1.AHS0125.pAbO                    1          1 0.1403877066
## TMEM97                                        1          1 0.3762437599
## FBXO22                                        1          1 0.2100519207
## CD45RO.PTPRC.AHS0036.pAbO                     1          1 0.4018186809
## GIMAP7                                        1          1 0.0145676467
## FOXO1                                         1          1 0.0795296053
## IgG.IGHG1_2_3_4.AHS0059.pAbO                  1          1 1.1002554843
## CD44                                          1          1 1.8791247128
## FOXO3                                         1          1 0.0947004815
## KIR2DL1                                       1          1 1.5568618084
## LEF1                                          1          1 0.4521177792
## OAS1                                          1          1 0.1568381513
## HLA.DMA                                       1          1 0.6913922067
## CD45RA.HI100.PTPRC.AHS0009.pAbO               1          1 0.6665953310
## TRAT1                                         1          1 0.1286188769
## CD8A                                          1          1 1.0283594772
## PSEN1                                         1          1 0.1815881021
## HLA.DMB                                       1          1 0.4672613324
## GAB2                                          1          1 0.2307301837
## C10orf54                                      1          1 1.3306159050
## TARP_refseq                                   1          1 1.5306969129
## CD81.CD81.AHS0021.pAbO                        1          1 2.4559350020
## IL18                                          1          1 0.0990835967
## FAM65B                                        1          1 0.0990738583
## HLA.DQB1                                      1          1 0.3961708352
## CBLB                                          1          1 0.5150130186
## LGALS9                                        1          1 0.1902533491
## CNOT2                                         1          1 0.8652193979
## PRDM1                                         1          1 1.0456148104
## CD33                                          1          1 0.1696800687
## ZBTB16                                        1          1 0.3383773821
## CCR2                                          1          1 0.0580420458
## IL12RB1                                       1          1 0.3441000080
## CXCR6                                         1          1 0.5041558908
## HMGB2                                         1          1 1.0546272614
## ANXA5                                         1          1 1.9436318849
## IL18RAP                                       1          1 0.6661246543
## CD279.EH12.1.PDCD1.AHS0014.pAbO               1          1 0.2900073416
## TGFB1                                         1          1 0.4689246015
## DUSP1                                         1          1 0.2207764569
## LGALS3                                        1          1 0.3043547341
## CXCL5                                         1          1 0.4951577284
## GZMH                                          1          1 0.5524217740
## KLRC1                                         1          1 2.8788400856
## PCNA                                          1          1 1.4239692178
## CD161.DX12.KLRB1.AHS0002.pAbO                 1          1 0.3459861753
## ITGAE                                         1          1 0.5607613787
## CD74                                          1          1 3.7928855623
## IL18R1                                        1          1 0.6843643920
## CD300A                                        1          1 1.5867150827
## GNLY                                          1          1 7.1069031590
## STAT1                                         1          1 0.4727774484
## CTSD                                          1          1 0.6247403780
## CD247                                         1          1 1.0173248458
## VNN2                                          1          1 0.4135836083
## PDIA4                                         1          1 0.7368477305
## ITGA4                                         1          1 0.3010914708
## CD102.ICAM2.AHS0155.pAbO                      1          1 0.3885728919
## DPP4                                          1          1 0.5212089348
## CD33.WM53.CD33.AHS0044.pAbO                   1          1 0.3205604612
## FYN                                           1          1 2.3068159428
## NINJ2                                         1          1 0.6606606011
## TRAC                                          1          1 0.4247920757
## STAT3                                         1          1 0.6682801041
## IGBP1                                         1          1 0.5594376891
## ADA                                           1          1 0.7829946525
## IFITM3                                        1          1 1.2933484665
## ITGAM                                         1          1 0.8933191502
## ADGRG3                                        1          1 0.3567809708
## XBP1                                          1          1 2.2097986200
## TIAF1                                         1          1 0.3909887266
## CCR1                                          1          1 0.3182588038
## GZMA                                          1          1 5.2357560253
## ENTPD1                                        1          1 0.6645873947
## PIK3AP1                                       1          1 1.1640208552
## IFNGR1                                        1          1 0.5477947514
## ATF6B                                         1          1 0.5735825860
## FYB                                           1          1 0.4104377328
## CD7                                           1          1 0.8187036579
## ITGB2                                         1          1 2.8057089298
## GLG1                                          1          1 0.3865763772
## KLRF1                                         1          1 1.0300050730
## PDIA6                                         1          1 1.8265562786
## SPOCK2                                        1          1 0.2380404735
## TRDC                                          1          1 2.0102535213
## TRIB2                                         1          1 0.5132627424
## FCGR3A                                        1          1 1.7480301395
## LIPA                                          1          1 0.6036602827
## GAPDH                                         1          1 5.8360397826
## LAP3                                          1          1 1.1830109859
## KIT                                           1          1 0.4576566563
## CST7                                          1          1 2.6435995155
## CD2                                           1          1 2.8229603484
## STAT4                                         1          1 1.4002624276
## CCR5                                          1          1 0.4962598991
## CCL5                                          1          1 3.1341242958
## BTG1                                          1          1 3.0385772504
## LYN                                           1          1 1.0188369506
## APOBEC3G                                      1          1 3.0356899262
## CD52                                          1          1 4.1701405020
## LGALS1                                        1          1 5.0739737034
## CCR6                                          1          1 0.2642338976
## LAT                                           1          1 0.5063234861
## IFITM2                                        1          1 1.8000964567
## GZMK                                          1          1 1.5591278101
## CXCR3                                         1          1 1.7816300103
## BCL2                                          1          1 0.6908897794
## TNFSF10                                       1          1 2.9644075479
## CD244                                         1          1 0.7704863810
## GNAI2                                         1          1 1.0887767737
## RPN2                                          1          1 1.8882718315
## GIMAP5                                        1          1 0.3771010261
## IL32                                          1          1 4.6565707483
## IKZF1                                         1          1 0.8137460783
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO         1          1 0.3447423300
## S100A10                                       1          1 2.5340989702
## VPS28                                         1          1 0.8642278882
## ITGAL                                         1          1 1.2123377303
## NCR3                                          1          1 1.5568549747
## GIMAP2                                        1          1 0.3022492545
## CASP5                                         1          1 0.8530538925
## IL4R                                          1          1 2.0060681950
## LAT2                                          1          1 1.1591150134
## IL23R                                         1          1 0.9078146419
## CASP3                                         1          1 1.1333841473
## LCK                                           1          1 1.9226089145
## CD48                                          1          1 2.7744425236
## KLRK1                                         1          1 1.7156940152
## IL2RB                                         1          1 4.3450459539
## CD3E                                          1          1 2.4562245456
## NKG7                                          1          1 5.3622375561
## PIK3IP1                                       1          1 0.2286583485
## FCER1G                                        1          1 3.5390542530
## RUNX3                                         1          1 2.4851539216
## CCND2                                         1          1 2.8727555703
## BIN2                                          1          1 1.0966696314
## CD335.NCR1.AHS0068.pAbO                       1          1 0.8181682965
## PTPRC                                         1          1 2.1050443649
## KLRB1                                         1          1 1.8026761162
## BAX                                           1          1 1.4606845663
## CTSW                                          1          1 4.6619167136
## TXK                                           1          1 0.9194675442
## DOCK8                                         1          1 1.3673957973
## CD37                                          1          1 1.4877635683
## TRBC2                                         1          1 2.8536399046
## LAMP1                                         1          1 1.8722022172
## ARL4C                                         1          1 0.9864903845
## PRF1                                          1          1 4.7786718568
## CXCR4                                         1          1 0.7987418612
## CD63                                          1          1 3.6864515566
## HLA.A                                         1          1 5.0780036605
## HLA.C                                         1          1 5.9408745831
## SELPLG                                        1          1 1.3498841006
##                                           other.average self.detected
## CSF2                                       1.727846e+00  0.9931428571
## CCL4                                       4.613061e+00  0.9997142857
## EGR3                                       6.094931e-01  0.8865714286
## XCL1                                       6.887974e-01  0.8862857143
## CCL3                                       3.228130e+00  0.9917142857
## DUSP2                                      1.566110e+00  0.9600000000
## IER3                                       7.370267e-01  0.8848571429
## ICAM1                                      1.438504e+00  0.9465714286
## TNF                                        2.465202e+00  0.9885714286
## IFNG                                       8.107179e-01  0.8148571429
## BCL2A1                                     5.180470e-01  0.7537142857
## MYC                                        1.173015e+00  0.8980000000
## CCL1                                       7.580079e-01  0.7445714286
## CD11b.ICRF44.ITGAM.AHS0184.pAbO            5.440469e-01  0.9928571429
## GZMB                                       5.392470e+00  1.0000000000
## IRF8                                       2.522717e+00  0.9814285714
## NAMPT                                      5.809458e-01  0.7371428571
## CD4.SK3.CD4.AHS0032.pAbO                   8.574497e-02  0.7391428571
## BIRC3                                      1.559849e+00  0.9282857143
## CD18.ITGB2.AHS0091.pAbO                    2.748043e+00  1.0000000000
## TBX21                                      1.385799e+00  0.9302857143
## CD2.CD2.AHS0029.pAbO                       2.506536e+00  1.0000000000
## EGR1                                       7.340993e-01  0.6488571429
## SEMA7A                                     2.827436e-01  0.5368571429
## LTA                                        6.095178e-01  0.6131428571
## CD69.CD69.AHS0010.pAbO                     2.150488e+00  1.0000000000
## FOSB                                       2.346220e-01  0.3940000000
## FN1                                        3.481500e-01  0.4548571429
## CD19.SJ25C1.CD19.AHS0030.pAbO              1.986297e-01  0.8774285714
## IRF4                                       2.848514e-01  0.4148571429
## CD70                                       1.145833e+00  0.7568571429
## FASLG                                      5.256685e-01  0.6542857143
## ZBED2                                      8.529756e-02  0.2654285714
## CD26.DPP4.AHS0109.pAbO                     3.187950e+00  1.0000000000
## CD38.HIT2.CD38.AHS0022.pAbO                1.465192e+00  1.0000000000
## IL2RA                                      1.747512e+00  0.9257142857
## LIF                                        7.667961e-01  0.6202857143
## CD226.CD226.AHS0079.pAbO                   7.977455e-01  0.9965714286
## CD69                                       1.600186e+00  0.8568571429
## TNFRSF8                                    2.496448e-01  0.3377142857
## Tim3.HAVCR2.AHS0016.pAbO                   2.335033e+00  1.0000000000
## TNFSF14                                    1.256286e+00  0.8640000000
## IL13                                       1.251491e-01  0.2262857143
## LAIR2                                      3.721258e-01  0.4040000000
## JUNB                                       1.791825e-01  0.3202857143
## FOSL1                                      6.183176e-02  0.2091428571
## ITK                                        1.339245e+00  0.9071428571
## BACH2                                      1.870273e-01  0.3008571429
## TNFRSF1B                                   1.769529e+00  0.9522857143
## STAT5A                                     6.773043e-01  0.6434285714
## CD80                                       1.682169e-01  0.2694285714
## CD39.ENTPD1.AHS0006.pAbO                   1.585913e+00  0.9971428571
## CD7.CD7.AHS0043.pAbO                       3.422637e+00  1.0000000000
## CD152.CTLA4.AHS0017.pAbO                   8.993464e-01  0.9997142857
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO         5.747948e-01  0.9925714286
## JUN                                        4.401348e-01  0.4580000000
## IL12RB2                                    8.277022e-01  0.6937142857
## YBX3                                       3.012459e-01  0.3537142857
## IL1RN                                      5.832153e-02  0.1271428571
## HLA.DRA                                    9.893456e-01  0.6380000000
## HLA.DRB3                                   5.117532e-01  0.4660000000
## IL3RA                                      1.360843e-01  0.1734285714
## DUSP4                                      1.616954e+00  0.8908571429
## IL3                                        4.415281e-02  0.0957142857
## KLRC3                                      6.153956e-01  0.5262857143
## FTH1                                       1.474609e-01  0.2011428571
## IgM.IGHM.AHS0198.pAbO                      2.313647e-01  0.9240000000
## PYCR1                                      1.855516e-01  0.2220000000
## CD25.2A3.IL2RA.AHS0026.pAbO                1.869713e-01  0.7265714286
## CLEC2D                                     1.254211e-01  0.1642857143
## TK1                                        7.928468e-01  0.4628571429
## CD72                                       4.180847e-02  0.0760000000
## UBE2C                                      5.857668e-01  0.3400000000
## CD274                                      3.237874e-02  0.0648571429
## TIGIT                                      9.153259e-01  0.6617142857
## TNFRSF9                                    1.039333e-02  0.0382857143
## CD14.MPHIP9.CD14.AHS0037.pAbO              1.301163e-01  0.7988571429
## CD9                                        2.860122e-01  0.2162857143
## HLA.DPB1                                   7.500547e-01  0.5737142857
## IL15RA                                     3.489279e-01  0.3600000000
## TYMS                                       1.645845e+00  0.7354285714
## GATA3                                      3.813847e-02  0.0542857143
## CTLA4                                      1.687739e-02  0.0302857143
## CD314.KLRK1.AHS0065.pAbO                   1.402748e+00  0.9994285714
## CD3D                                       1.077617e-01  0.0665714286
## LAMP3                                      2.033508e-02  0.0340000000
## KIAA0101                                   1.015778e+00  0.5411428571
## AIM2                                       2.093206e-02  0.0348571429
## CCNB1                                      4.648578e-01  0.3057142857
## IL1B                                       3.038459e-03  0.0154285714
## IER5                                       3.717479e-02  0.0462857143
## POU2AF1                                    7.123871e-04  0.0114285714
## CD27.L128.CD27.AHS0249.pAbO                6.492699e-02  0.5202857143
## CD40LG                                     1.675281e-01  0.1248571429
## AURKB                                      6.826155e-01  0.3757142857
## CXCL16                                     3.218288e-02  0.0365714286
## FOXP1                                      1.820943e-01  0.1797142857
## TCF7                                       8.886304e-03  0.0140000000
## IL4                                        2.844270e-03  0.0080000000
## CD40.CD40.AHS0117.pAbO                     9.044960e-03  0.1054285714
## B3GAT1                                     1.014472e-02  0.0134285714
## CXCL8                                      6.386098e-03  0.0085714286
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO  2.367175e-01  0.9354285714
## TNFRSF4                                    1.787690e-02  0.0225714286
## MCM4                                       7.685000e-01  0.5217142857
## IL1RL1                                     6.881069e-02  0.0711428571
## IL6                                        2.891464e-02  0.0277142857
## CD5.UCHT2.CD5.AHS0047.pAbO                 1.171108e-01  0.7322857143
## SLAMF1                                     5.645528e-03  0.0100000000
## CD86                                       1.323629e-01  0.1102857143
## CD200                                      6.423954e-05  0.0037142857
## LILRB4                                     2.590369e-03  0.0060000000
## LAG3                                       4.314878e-02  0.0357142857
## IL6R                                       4.337418e-04  0.0034285714
## TGFBI                                      9.756522e-03  0.0111428571
## QPCT                                       1.292480e-01  0.1108571429
## IL2                                        1.209756e-03  0.0037142857
## HAVCR2                                     2.609993e+00  0.9854285714
## CD79A                                      5.996064e-03  0.0077142857
## MGST1                                      7.313136e-02  0.0580000000
## SLC25A37                                   2.579448e-02  0.0271428571
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO        7.769167e-02  0.6020000000
## CD215.IL15RA.AHS0212.pAbO                  7.223711e-01  0.9991428571
## ADGRE1                                     4.335669e-03  0.0054285714
## CD3G                                       2.205296e-03  0.0031428571
## SLC7A7                                     1.491974e-03  0.0028571429
## CLEC4D                                     8.073317e-05  0.0011428571
## IL12A                                      7.492550e-04  0.0017142857
## CCL22                                      1.106714e-04  0.0011428571
## IL1R2                                      0.000000e+00  0.0008571429
## S100A9                                     8.682960e-04  0.0017142857
## IL5                                        5.742637e-04  0.0011428571
## BCL6                                       1.483664e-02  0.0142857143
## VMO1                                       3.778203e-03  0.0040000000
## CD127.IL7R.AHS0028.pAbO                    3.704637e-01  0.9737142857
## CCL2                                       7.487278e-04  0.0008571429
## EPX                                        0.000000e+00  0.0002857143
## IL22                                       0.000000e+00  0.0002857143
## LRRC32                                     0.000000e+00  0.0002857143
## CXCL3                                      2.852391e-05  0.0002857143
## SPP1                                       2.483321e-05  0.0002857143
## CLEC4E                                     6.426342e-05  0.0002857143
## PI3                                        1.196207e-04  0.0002857143
## CD24                                       2.423071e-03  0.0025714286
## KCNE3                                      1.589167e-04  0.0002857143
## CD28                                       8.670844e-04  0.0008571429
## GZMM                                       1.031847e-03  0.0008571429
## ALAS2                                      0.000000e+00  0.0000000000
## APOE                                       0.000000e+00  0.0000000000
## AQP9                                       0.000000e+00  0.0000000000
## AZU1                                       0.000000e+00  0.0000000000
## BLK                                        0.000000e+00  0.0000000000
## BLNK                                       0.000000e+00  0.0000000000
## BPI                                        0.000000e+00  0.0000000000
## C1QA                                       0.000000e+00  0.0000000000
## C1QB                                       0.000000e+00  0.0000000000
## CCL13                                      0.000000e+00  0.0000000000
## CCL17                                      0.000000e+00  0.0000000000
## CCL19                                      0.000000e+00  0.0000000000
## CCR9                                       0.000000e+00  0.0000000000
## CD1B                                       0.000000e+00  0.0000000000
## CD209                                      0.000000e+00  0.0000000000
## CD22                                       0.000000e+00  0.0000000000
## CD34                                       0.000000e+00  0.0000000000
## CEACAM8                                    0.000000e+00  0.0000000000
## CHI3L1                                     0.000000e+00  0.0000000000
## CLC                                        0.000000e+00  0.0000000000
## CLEC10A                                    0.000000e+00  0.0000000000
## CPA3                                       0.000000e+00  0.0000000000
## CXCL11                                     0.000000e+00  0.0000000000
## CXCL13                                     0.000000e+00  0.0000000000
## CXCL9                                      0.000000e+00  0.0000000000
## DEFA3                                      0.000000e+00  0.0000000000
## DEFA4                                      0.000000e+00  0.0000000000
## EBF1                                       0.000000e+00  0.0000000000
## ELANE                                      0.000000e+00  0.0000000000
## F13A1                                      0.000000e+00  0.0000000000
## FCER1A                                     0.000000e+00  0.0000000000
## FCER2                                      0.000000e+00  0.0000000000
## FCN1                                       0.000000e+00  0.0000000000
## GHR                                        0.000000e+00  0.0000000000
## IGHD_membrane                              0.000000e+00  0.0000000000
## IGHE_secreted                              0.000000e+00  0.0000000000
## IGHG1_membrane                             0.000000e+00  0.0000000000
## IGHG2_secreted                             0.000000e+00  0.0000000000
## IGHG4_secreted                             0.000000e+00  0.0000000000
## IGLC3                                      0.000000e+00  0.0000000000
## IL17A                                      0.000000e+00  0.0000000000
## IL17F                                      0.000000e+00  0.0000000000
## IL21                                       0.000000e+00  0.0000000000
## IL25                                       0.000000e+00  0.0000000000
## IL31                                       0.000000e+00  0.0000000000
## IL33                                       0.000000e+00  0.0000000000
## IL9                                        0.000000e+00  0.0000000000
## MME                                        0.000000e+00  0.0000000000
## MMP12                                      0.000000e+00  0.0000000000
## S100A12                                    0.000000e+00  0.0000000000
## TCL1A                                      0.000000e+00  0.0000000000
## TLR8                                       0.000000e+00  0.0000000000
## TNFRSF17                                   0.000000e+00  0.0000000000
## VPREB3                                     0.000000e+00  0.0000000000
## AOC3                                       3.519070e-05  0.0000000000
## CMKLR1                                     1.938098e-03  0.0020000000
## ARG1                                       3.183560e-05  0.0000000000
## CD36                                       3.940633e-05  0.0000000000
## CNTNAP3                                    5.105699e-05  0.0000000000
## FLT3                                       4.519264e-05  0.0000000000
## IGHG1_secreted                             3.787299e-05  0.0000000000
## IGHG3_secreted                             2.228778e-05  0.0000000000
## RNASE2                                     4.260036e-05  0.0000000000
## CXCL2                                      9.173893e-05  0.0000000000
## MS4A1                                      9.173210e-05  0.0000000000
## TREM1                                      1.342587e-03  0.0014285714
## CCR4                                       8.150675e-05  0.0000000000
## IFNA1                                      7.453880e-05  0.0000000000
## CD5                                        3.171650e-03  0.0020000000
## CD163                                      1.329792e-04  0.0000000000
## CD4                                        1.248605e-03  0.0008571429
## BTLA                                       1.372977e-04  0.0000000000
## CTSG                                       2.590915e-03  0.0025714286
## CD40                                       1.321452e-03  0.0008571429
## MMP9                                       2.029948e-04  0.0000000000
## F5                                         3.851577e-04  0.0002857143
## CR2                                        1.988928e-04  0.0000000000
## CD1C                                       1.909638e-04  0.0000000000
## CXCL10                                     6.605857e-04  0.0002857143
## CXCR2                                      1.655466e-03  0.0008571429
## IGHM_membrane                              1.209950e-03  0.0008571429
## MITF                                       3.129606e-04  0.0000000000
## JCHAIN                                     6.258622e-04  0.0000000000
## CD1A                                       5.872915e-03  0.0060000000
## IGHM_secreted                              6.622348e-04  0.0000000000
## THBD                                       4.292532e-04  0.0000000000
## TLR2                                       2.811917e-03  0.0014285714
## TPSAB1                                     3.131318e-03  0.0020000000
## VSIG4                                      7.381188e-04  0.0002857143
## FAM129C                                    6.942850e-04  0.0000000000
## CXCL1                                      8.792592e-04  0.0000000000
## ZAP70                                      8.579149e-02  0.0808571429
## CD8.SK1.CD8A.AHS0228.pAbO                  1.064942e+00  0.9794285714
## PDCD1                                      2.347301e-03  0.0011428571
## TNFRSF13C                                  1.805862e-03  0.0005714286
## TNFRSF18                                   4.887657e-02  0.0442857143
## TOP2A                                      8.746924e-01  0.4517142857
## PAX5                                       1.393029e-02  0.0120000000
## CCR10                                      1.741035e-03  0.0000000000
## LY86                                       8.405131e-03  0.0057142857
## CD8B                                       8.239410e-03  0.0037142857
## CD27                                       7.118711e-03  0.0034285714
## NT5E                                       6.934274e-03  0.0028571429
## CXCR1                                      3.388885e-03  0.0008571429
## FOXP3                                      5.527361e-02  0.0317142857
## CD22.CD22.AHS0195.pAbO                     2.233504e-01  0.9120000000
## PECAM1                                     4.908852e-01  0.4182857143
## CSF3                                       3.182254e-03  0.0002857143
## CMTM2                                      1.815028e-02  0.0134285714
## CCR7                                       7.248903e-03  0.0031428571
## TGFB3                                      8.029748e-03  0.0037142857
## TLR7                                       5.762770e-03  0.0014285714
## MKI67                                      2.457327e-01  0.1988571429
## CHI3L2                                     1.930297e-02  0.0128571429
## CXCR5                                      2.580407e-02  0.0128571429
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO           3.166009e+00  1.0000000000
## TLR9                                       6.834928e-03  0.0022857143
## CD14                                       1.057542e-02  0.0057142857
## CD103.ITGAE.AHS0001.pAbO                   2.974014e-02  0.2840000000
## CD95.FAS.AHS0023.pAbO                      2.976046e+00  1.0000000000
## IGKC                                       7.085500e-02  0.0305714286
## CCR3                                       1.445326e-02  0.0034285714
## CCL20                                      1.353114e-02  0.0014285714
## CD3.SK7.CD3E.AHS0033.pAbO                  8.282388e-02  0.5825714286
## LTB                                        5.564386e-02  0.0382857143
## TCF4                                       2.734532e-02  0.0177142857
## STAT6                                      1.747353e-01  0.1562857143
## CX3CR1                                     4.372937e-02  0.0214285714
## CD6                                        5.198258e-02  0.0205714286
## RNASE6                                     3.821026e-02  0.0260000000
## RGS1                                       1.015022e+00  0.5885714286
## NRP1                                       5.153640e-02  0.0368571429
## PMCH                                       9.847332e-02  0.0422857143
## HLA.DQA1                                   1.275871e+00  0.6331428571
## SELL                                       9.168534e-02  0.0557142857
## IL15                                       1.258622e-01  0.0994285714
## HLA.DPA1                                   1.388378e+00  0.8325714286
## FUT4                                       9.635059e-02  0.0780000000
## HMMR                                       3.202811e-01  0.2022857143
## KLRC4                                      1.230650e-01  0.0917142857
## CD28.CD28.2.CD28.AHS0024.pAbO              6.503098e-02  0.5151428571
## PTGDR2                                     7.069542e-02  0.0168571429
## S1PR1                                      1.191051e-01  0.0800000000
## IGHA1_secreted                             3.012695e-02  0.0060000000
## SNCA                                       6.192533e-02  0.0365714286
## MZB1                                       6.892921e-01  0.5334285714
## TNFRSF25                                   4.019248e-02  0.0014285714
## ICOS                                       4.492595e-01  0.3708571429
## MCM2                                       9.500797e-01  0.5568571429
## TNFSF13B                                   1.022637e-01  0.0662857143
## THBS1                                      6.043143e-02  0.0260000000
## CD1D.CD1D.AHS0219.pAbO                     3.849329e-01  0.9800000000
## RORC                                       1.599641e-01  0.0334285714
## BCL11B                                     1.809917e-01  0.1357142857
## CD160                                      6.219633e-02  0.0231428571
## TNFSF13                                    1.047843e-01  0.0717142857
## CD34.581.CD34.AHS0061.pAbO                 1.998423e-01  0.8828571429
## IL9R                                       7.132254e-02  0.0371428571
## PTTG2                                      3.635178e-01  0.2765714286
## PASK                                       2.490273e-01  0.2014285714
## KDELR1                                     1.532834e-01  0.1197142857
## IKZF2                                      9.655697e-02  0.0502857143
## KLRG1                                      6.242744e-02  0.0165714286
## CD79B                                      8.305086e-02  0.0328571429
## VEGFA                                      5.095079e-01  0.3611428571
## IL7R                                       1.044135e-01  0.0174285714
## TSPAN32                                    1.828859e-01  0.1242857143
## EOMES                                      1.774845e-01  0.1122857143
## ZNF683                                     2.086959e-01  0.0794285714
## CCR8                                       7.230489e-02  0.0237142857
## CD94.KLRD1.AHS0085.pAbO                    1.845803e+00  0.9994285714
## NCAM1                                      2.568388e-01  0.1980000000
## CCR7.CCR7.AHS0273.pAbO                     2.000380e-01  0.8817142857
## FAS                                        6.077906e-01  0.5054285714
## ITGAX                                      1.970924e+00  0.9320000000
## CD38                                       2.393442e-01  0.1657142857
## RORA                                       1.658079e-01  0.0900000000
## TNFSF8                                     1.629610e-01  0.0637142857
## CX3CR1.CX3CR1.AHS0125.pAbO                 1.518721e-01  0.7994285714
## TMEM97                                     5.275926e-01  0.3840000000
## FBXO22                                     3.147966e-01  0.2591428571
## CD45RO.PTPRC.AHS0036.pAbO                  4.321311e-01  0.9825714286
## GIMAP7                                     8.698355e-02  0.0197142857
## FOXO1                                      1.802804e-01  0.0900000000
## IgG.IGHG1_2_3_4.AHS0059.pAbO               1.195100e+00  0.9997142857
## CD44                                       1.971527e+00  0.9062857143
## FOXO3                                      1.958002e-01  0.1202857143
## KIR2DL1                                    1.798997e+00  0.7420000000
## LEF1                                       6.072206e-01  0.4022857143
## OAS1                                       2.746437e-01  0.1737142857
## HLA.DMA                                    8.234083e-01  0.6182857143
## CD45RA.HI100.PTPRC.AHS0009.pAbO            7.896695e-01  0.9488571429
## TRAT1                                      2.821263e-01  0.1168571429
## CD8A                                       1.309579e+00  0.5794285714
## PSEN1                                      3.117493e-01  0.2257142857
## HLA.DMB                                    6.169391e-01  0.4665714286
## GAB2                                       3.765926e-01  0.2702857143
## C10orf54                                   1.427145e+00  0.8228571429
## TARP_refseq                                1.628782e+00  0.8700000000
## CD81.CD81.AHS0021.pAbO                     2.562924e+00  1.0000000000
## IL18                                       2.387267e-01  0.1214285714
## FAM65B                                     2.398530e-01  0.1162857143
## HLA.DQB1                                   6.224873e-01  0.3740000000
## CBLB                                       6.917377e-01  0.4971428571
## LGALS9                                     3.615657e-01  0.2128571429
## CNOT2                                      9.861002e-01  0.7208571429
## PRDM1                                      1.205780e+00  0.7471428571
## CD33                                       3.462458e-01  0.2031428571
## ZBTB16                                     5.416688e-01  0.3474285714
## CCR2                                       2.301401e-01  0.0640000000
## IL12RB1                                    5.340451e-01  0.3768571429
## CXCR6                                      8.353440e-01  0.3514285714
## HMGB2                                      1.415067e+00  0.6145714286
## ANXA5                                      2.093578e+00  0.9517142857
## IL18RAP                                    9.013690e-01  0.5848571429
## CD279.EH12.1.PDCD1.AHS0014.pAbO            4.065615e-01  0.9222857143
## TGFB1                                      7.205797e-01  0.4562857143
## DUSP1                                      5.023629e-01  0.2165714286
## LGALS3                                     6.182931e-01  0.2900000000
## CXCL5                                      7.073964e-01  0.5271428571
## GZMH                                       8.957421e-01  0.4577142857
## KLRC1                                      3.037562e+00  0.9851428571
## PCNA                                       1.795299e+00  0.7720000000
## CD161.DX12.KLRB1.AHS0002.pAbO              4.134877e-01  0.9534285714
## ITGAE                                      8.046139e-01  0.5340000000
## CD74                                       4.035091e+00  0.9985714286
## IL18R1                                     9.364617e-01  0.6017142857
## CD300A                                     1.849207e+00  0.8742857143
## GNLY                                       7.279374e+00  1.0000000000
## STAT1                                      7.648407e-01  0.4742857143
## CTSD                                       9.126308e-01  0.5668571429
## CD247                                      1.286483e+00  0.7680000000
## VNN2                                       7.035629e-01  0.4185714286
## PDIA4                                      9.836405e-01  0.6528571429
## ITGA4                                      5.887927e-01  0.3362857143
## CD102.ICAM2.AHS0155.pAbO                   4.826644e-01  0.9662857143
## DPP4                                       8.017638e-01  0.5234285714
## CD33.WM53.CD33.AHS0044.pAbO                5.300671e-01  0.8637142857
## FYN                                        2.559743e+00  0.9754285714
## NINJ2                                      9.515159e-01  0.5945714286
## TRAC                                       8.022368e-01  0.4057142857
## STAT3                                      9.379006e-01  0.6131428571
## IGBP1                                      8.286022e-01  0.5631428571
## ADA                                        1.082654e+00  0.6654285714
## IFITM3                                     1.691504e+00  0.8094285714
## ITGAM                                      1.156171e+00  0.7351428571
## ADGRG3                                     7.432259e-01  0.3165714286
## XBP1                                       2.474850e+00  0.9620000000
## TIAF1                                      6.842829e-01  0.4222857143
## CCR1                                       6.275169e-01  0.3220000000
## GZMA                                       5.607166e+00  1.0000000000
## ENTPD1                                     1.022291e+00  0.5834285714
## PIK3AP1                                    1.509430e+00  0.7574285714
## IFNGR1                                     8.568935e-01  0.5360000000
## ATF6B                                      8.586795e-01  0.5697142857
## FYB                                        7.508380e-01  0.4200000000
## CD7                                        1.166693e+00  0.6580000000
## ITGB2                                      3.073945e+00  0.9745714286
## GLG1                                       7.402511e-01  0.4162857143
## KLRF1                                      1.540289e+00  0.7240000000
## PDIA6                                      2.136166e+00  0.9534285714
## SPOCK2                                     8.277753e-01  0.2237142857
## TRDC                                       2.438365e+00  0.9400000000
## TRIB2                                      9.391989e-01  0.4820000000
## FCGR3A                                     2.487930e+00  0.8225714286
## LIPA                                       9.626243e-01  0.5840000000
## GAPDH                                      6.113996e+00  1.0000000000
## LAP3                                       1.514623e+00  0.8520000000
## KIT                                        1.153642e+00  0.3748571429
## CST7                                       2.978994e+00  0.9905714286
## CD2                                        3.295750e+00  0.9554285714
## STAT4                                      1.756615e+00  0.8814285714
## CCR5                                       9.479661e-01  0.4588571429
## CCL5                                       3.852423e+00  0.9874285714
## BTG1                                       3.485266e+00  0.9980000000
## LYN                                        1.386196e+00  0.8034285714
## APOBEC3G                                   3.422045e+00  0.9965714286
## CD52                                       4.660248e+00  1.0000000000
## LGALS1                                     5.634667e+00  0.9997142857
## CCR6                                       8.200803e-01  0.2517142857
## LAT                                        9.621174e-01  0.4971428571
## IFITM2                                     2.312243e+00  0.9268571429
## GZMK                                       2.285881e+00  0.8420000000
## CXCR3                                      2.267035e+00  0.9174285714
## BCL2                                       1.156871e+00  0.6211428571
## TNFSF10                                    3.435246e+00  0.9962857143
## CD244                                      1.260076e+00  0.6605714286
## GNAI2                                      1.530687e+00  0.8171428571
## RPN2                                       2.286821e+00  0.9585714286
## GIMAP5                                     9.661274e-01  0.3608571429
## IL32                                       5.497138e+00  0.9948571429
## IKZF1                                      1.351381e+00  0.6882857143
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO      7.289114e-01  0.9577142857
## S100A10                                    3.015094e+00  0.9891428571
## VPS28                                      1.358858e+00  0.7417142857
## ITGAL                                      1.759097e+00  0.8388571429
## NCR3                                       2.118601e+00  0.9040000000
## GIMAP2                                     8.500638e-01  0.3254285714
## CASP5                                      1.402978e+00  0.7282857143
## IL4R                                       2.561160e+00  0.9714285714
## LAT2                                       1.800861e+00  0.8014285714
## IL23R                                      1.514477e+00  0.7391428571
## CASP3                                      1.695902e+00  0.8182857143
## LCK                                        2.533471e+00  0.9537142857
## CD48                                       3.338358e+00  0.9937142857
## KLRK1                                      2.349904e+00  0.9417142857
## IL2RB                                      4.968336e+00  0.9997142857
## CD3E                                       3.180151e+00  0.9828571429
## NKG7                                       5.940434e+00  0.9997142857
## PIK3IP1                                    1.231590e+00  0.2311428571
## FCER1G                                     4.183953e+00  0.9968571429
## RUNX3                                      3.205854e+00  0.9851428571
## CCND2                                      3.572890e+00  0.9940000000
## BIN2                                       1.832150e+00  0.8062857143
## CD335.NCR1.AHS0068.pAbO                    1.211195e+00  0.9977142857
## PTPRC                                      2.776128e+00  0.9734285714
## KLRB1                                      3.052475e+00  0.8708571429
## BAX                                        2.271181e+00  0.8934285714
## CTSW                                       5.253768e+00  1.0000000000
## TXK                                        1.806834e+00  0.7117142857
## DOCK8                                      2.095402e+00  0.8931428571
## CD37                                       2.331218e+00  0.9148571429
## TRBC2                                      3.508086e+00  0.9988571429
## LAMP1                                      2.584468e+00  0.9697142857
## ARL4C                                      1.943026e+00  0.7280000000
## PRF1                                       5.398091e+00  0.9997142857
## CXCR4                                      2.540472e+00  0.5860000000
## CD63                                       4.429383e+00  1.0000000000
## HLA.A                                      5.726769e+00  1.0000000000
## HLA.C                                      6.667283e+00  1.0000000000
## SELPLG                                     2.830768e+00  0.8331428571
##                                           other.detected mean.logFC.cohen
## CSF2                                        7.753336e-01     2.3380154766
## CCL4                                        9.913541e-01     2.3833316168
## EGR3                                        3.180319e-01     1.5255990484
## XCL1                                        4.301831e-01     1.3424624551
## CCL3                                        9.343946e-01     1.4324802425
## DUSP2                                       6.609337e-01     1.3699862433
## IER3                                        4.591666e-01     1.2138168501
## ICAM1                                       7.496539e-01     1.0759157909
## TNF                                         8.842371e-01     1.0449321310
## IFNG                                        5.299857e-01     1.0636796629
## BCL2A1                                      3.607308e-01     1.0060870947
## MYC                                         6.075778e-01     0.9583898018
## CCL1                                        4.661993e-01     1.0785817155
## CD11b.ICRF44.ITGAM.AHS0184.pAbO             9.581330e-01     0.8278981011
## GZMB                                        9.976447e-01     0.7839223081
## IRF8                                        8.984139e-01     0.6995244911
## NAMPT                                       4.052834e-01     0.7056905068
## CD4.SK3.CD4.AHS0032.pAbO                    4.743699e-01     0.6009802090
## BIRC3                                       7.375946e-01     0.7029549724
## CD18.ITGB2.AHS0091.pAbO                     9.995726e-01     0.6605504798
## TBX21                                       7.284016e-01     0.6523429267
## CD2.CD2.AHS0029.pAbO                        9.995726e-01     0.5084263305
## EGR1                                        3.820417e-01     0.5777664885
## SEMA7A                                      2.299773e-01     0.5281821558
## LTA                                         3.769303e-01     0.5172406936
## CD69.CD69.AHS0010.pAbO                      9.997976e-01     0.4676486262
## FOSB                                        1.586268e-01     0.4273021385
## FN1                                         2.202724e-01     0.4297744228
## CD19.SJ25C1.CD19.AHS0030.pAbO               7.746487e-01     0.3873082728
## IRF4                                        1.926729e-01     0.4260554182
## CD70                                        5.377436e-01     0.4000967933
## FASLG                                       3.934154e-01     0.3743727563
## ZBED2                                       6.466413e-02     0.4792504650
## CD26.DPP4.AHS0109.pAbO                      1.000000e+00     0.3452493834
## CD38.HIT2.CD38.AHS0022.pAbO                 9.969744e-01     0.4068301010
## IL2RA                                       7.984271e-01     0.3588218543
## LIF                                         4.224521e-01     0.3755180625
## CD226.CD226.AHS0079.pAbO                    9.742951e-01     0.3487603896
## CD69                                        7.574714e-01     0.3632681248
## TNFRSF8                                     1.635268e-01     0.3710250948
## Tim3.HAVCR2.AHS0016.pAbO                    9.995726e-01     0.3107230319
## TNFSF14                                     7.193913e-01     0.3072496157
## IL13                                        6.959232e-02     0.4127547575
## LAIR2                                       2.333242e-01     0.2582195319
## JUNB                                        1.515094e-01     0.2490426306
## FOSL1                                       5.764034e-02     0.3652259203
## ITK                                         7.743134e-01     0.2799007677
## BACH2                                       1.600231e-01     0.2066326104
## TNFRSF1B                                    8.486709e-01     0.2453013501
## STAT5A                                      5.023684e-01     0.2451284083
## CD80                                        1.414560e-01     0.1643061780
## CD39.ENTPD1.AHS0006.pAbO                    9.959931e-01     0.1962121678
## CD7.CD7.AHS0043.pAbO                        1.000000e+00     0.1684392092
## CD152.CTLA4.AHS0017.pAbO                    9.997636e-01     0.1505188853
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO          9.871541e-01     0.1514605888
## JUN                                         3.192178e-01     0.0845002852
## IL12RB2                                     5.043453e-01     0.1704061096
## YBX3                                        2.379502e-01     0.0768399492
## IL1RN                                       4.673294e-02     0.2347405074
## HLA.DRA                                     4.909572e-01     0.0991881549
## HLA.DRB3                                    3.357751e-01     0.0793956598
## IL3RA                                       9.947784e-02     0.1114831663
## DUSP4                                       7.506282e-01     0.1337523425
## IL3                                         3.537879e-02     0.2636209109
## KLRC3                                       3.995993e-01     0.0317383977
## FTH1                                        1.315268e-01     0.0500087500
## IgM.IGHM.AHS0198.pAbO                       8.896415e-01     0.0877742412
## PYCR1                                       1.586226e-01     0.0648586581
## CD25.2A3.IL2RA.AHS0026.pAbO                 6.777093e-01     0.0545164854
## CLEC2D                                      1.103682e-01     0.0440988300
## TK1                                         3.778045e-01     0.0774840098
## CD72                                        3.842197e-02     0.0751198957
## UBE2C                                       2.738811e-01     0.0890899111
## CD274                                       3.171906e-02     0.0840237326
## TIGIT                                       5.216145e-01     0.0427557671
## TNFRSF9                                     8.973928e-03     0.1556358414
## CD14.MPHIP9.CD14.AHS0037.pAbO               7.487996e-01     0.0300080172
## CD9                                         1.815425e-01     0.0305148343
## HLA.DPB1                                    4.457616e-01    -0.0181547443
## IL15RA                                      2.901334e-01    -0.0564559687
## TYMS                                        6.430915e-01     0.0055110432
## GATA3                                       3.575293e-02     0.0176430315
## CTLA4                                       1.308035e-02     0.0768445261
## CD314.KLRK1.AHS0065.pAbO                    9.994399e-01     0.0325854686
## CD3D                                        4.955089e-02     0.0264939752
## LAMP3                                       1.769002e-02     0.0498650602
## KIAA0101                                    4.623499e-01    -0.0172711621
## AIM2                                        2.031148e-02     0.0406311867
## CCNB1                                       2.597110e-01     0.0186294342
## IL1B                                        2.594145e-03     0.1169420439
## IER5                                        3.385479e-02    -0.0271718152
## POU2AF1                                     7.383342e-04     0.1260654247
## CD27.L128.CD27.AHS0249.pAbO                 4.841435e-01    -0.0208303648
## CD40LG                                      1.117036e-01     0.0635002335
## AURKB                                       3.263349e-01     0.0143375512
## CXCL16                                      2.875989e-02    -0.0130960305
## FOXP1                                       1.574807e-01    -0.0879681940
## TCF7                                        7.538173e-03     0.0244092978
## IL4                                         1.679252e-03     0.0824788299
## CD40.CD40.AHS0117.pAbO                      9.769101e-02    -0.0087060676
## B3GAT1                                      7.630969e-03     0.0381890335
## CXCL8                                       2.890802e-03     0.0620183316
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO   9.161293e-01     0.0002813341
## TNFRSF4                                     1.704140e-02    -0.0009604983
## MCM4                                        4.350172e-01    -0.0518601436
## IL1RL1                                      6.404911e-02    -0.0176135944
## IL6                                         2.286048e-02     0.0209245196
## CD5.UCHT2.CD5.AHS0047.pAbO                  6.980490e-01    -0.0062724391
## SLAMF1                                      5.927317e-03     0.0241536499
## CD86                                        1.015097e-01    -0.0196570682
## CD200                                       9.225092e-05     0.0744650108
## LILRB4                                      2.656018e-03     0.0432437449
## LAG3                                        3.179362e-02    -0.0097012519
## IL6R                                        5.082888e-04     0.0593881744
## TGFBI                                       8.266072e-03    -0.0184002832
## QPCT                                        1.031157e-01    -0.0473052800
## IL2                                         1.078366e-03     0.0491472110
## HAVCR2                                      9.476004e-01     0.0305091381
## CD79A                                       5.650032e-03     0.0116776875
## MGST1                                       5.468399e-02     0.0004695432
## SLC25A37                                    2.499533e-02    -0.0389413435
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO         5.622664e-01    -0.0175908007
## CD215.IL15RA.AHS0212.pAbO                   9.985242e-01     0.0044602139
## ADGRE1                                      3.943670e-03     0.0128437738
## CD3G                                        1.681540e-03     0.0211248430
## SLC7A7                                      1.508068e-03     0.0136353209
## CLEC4D                                      6.313131e-05     0.0380882870
## IL12A                                       6.339696e-04     0.0178073678
## CCL22                                       1.327571e-04     0.0371718695
## IL1R2                                       0.000000e+00     0.0409149111
## S100A9                                      9.299863e-04     0.0144735659
## IL5                                         4.273169e-04     0.0341871224
## BCL6                                        1.361736e-02    -0.0313737022
## VMO1                                        3.451613e-03    -0.0103792718
## CD127.IL7R.AHS0028.pAbO                     9.700841e-01    -0.0104937781
## CCL2                                        4.379547e-04     0.0132769797
## EPX                                         0.000000e+00     0.0239045722
## IL22                                        0.000000e+00     0.0239045722
## LRRC32                                      0.000000e+00     0.0239045722
## CXCL3                                       3.481288e-05     0.0224182244
## SPP1                                        3.481288e-05     0.0209138789
## CLEC4E                                      9.225092e-05     0.0155508770
## PI3                                         1.270638e-04     0.0152488410
## CD24                                        2.413257e-03    -0.0076277379
## KCNE3                                       1.441961e-04     0.0134223254
## CD28                                        7.311126e-04     0.0032729044
## GZMM                                        8.257885e-04    -0.0024382157
## ALAS2                                       0.000000e+00     0.0000000000
## APOE                                        0.000000e+00     0.0000000000
## AQP9                                        0.000000e+00     0.0000000000
## AZU1                                        0.000000e+00     0.0000000000
## BLK                                         0.000000e+00     0.0000000000
## BLNK                                        0.000000e+00     0.0000000000
## BPI                                         0.000000e+00     0.0000000000
## C1QA                                        0.000000e+00     0.0000000000
## C1QB                                        0.000000e+00     0.0000000000
## CCL13                                       0.000000e+00     0.0000000000
## CCL17                                       0.000000e+00     0.0000000000
## CCL19                                       0.000000e+00     0.0000000000
## CCR9                                        0.000000e+00     0.0000000000
## CD1B                                        0.000000e+00     0.0000000000
## CD209                                       0.000000e+00     0.0000000000
## CD22                                        0.000000e+00     0.0000000000
## CD34                                        0.000000e+00     0.0000000000
## CEACAM8                                     0.000000e+00     0.0000000000
## CHI3L1                                      0.000000e+00     0.0000000000
## CLC                                         0.000000e+00     0.0000000000
## CLEC10A                                     0.000000e+00     0.0000000000
## CPA3                                        0.000000e+00     0.0000000000
## CXCL11                                      0.000000e+00     0.0000000000
## CXCL13                                      0.000000e+00     0.0000000000
## CXCL9                                       0.000000e+00     0.0000000000
## DEFA3                                       0.000000e+00     0.0000000000
## DEFA4                                       0.000000e+00     0.0000000000
## EBF1                                        0.000000e+00     0.0000000000
## ELANE                                       0.000000e+00     0.0000000000
## F13A1                                       0.000000e+00     0.0000000000
## FCER1A                                      0.000000e+00     0.0000000000
## FCER2                                       0.000000e+00     0.0000000000
## FCN1                                        0.000000e+00     0.0000000000
## GHR                                         0.000000e+00     0.0000000000
## IGHD_membrane                               0.000000e+00     0.0000000000
## IGHE_secreted                               0.000000e+00     0.0000000000
## IGHG1_membrane                              0.000000e+00     0.0000000000
## IGHG2_secreted                              0.000000e+00     0.0000000000
## IGHG4_secreted                              0.000000e+00     0.0000000000
## IGLC3                                       0.000000e+00     0.0000000000
## IL17A                                       0.000000e+00     0.0000000000
## IL17F                                       0.000000e+00     0.0000000000
## IL21                                        0.000000e+00     0.0000000000
## IL25                                        0.000000e+00     0.0000000000
## IL31                                        0.000000e+00     0.0000000000
## IL33                                        0.000000e+00     0.0000000000
## IL9                                         0.000000e+00     0.0000000000
## MME                                         0.000000e+00     0.0000000000
## MMP12                                       0.000000e+00     0.0000000000
## S100A12                                     0.000000e+00     0.0000000000
## TCL1A                                       0.000000e+00     0.0000000000
## TLR8                                        0.000000e+00     0.0000000000
## TNFRSF17                                    0.000000e+00     0.0000000000
## VPREB3                                      0.000000e+00     0.0000000000
## AOC3                                        3.481288e-05    -0.0037316420
## CMKLR1                                      2.039816e-03    -0.0030525557
## ARG1                                        4.612546e-05    -0.0042953678
## CD36                                        4.612546e-05    -0.0042953678
## CNTNAP3                                     4.612546e-05    -0.0042953678
## FLT3                                        4.612546e-05    -0.0042953678
## IGHG1_secreted                              4.612546e-05    -0.0042953678
## IGHG3_secreted                              4.612546e-05    -0.0042953678
## RNASE2                                      4.612546e-05    -0.0042953678
## CXCL2                                       6.313131e-05    -0.0050251891
## MS4A1                                       6.962576e-05    -0.0051491561
## TREM1                                       1.502208e-03     0.0025784201
## CCR4                                        8.093834e-05    -0.0080270098
## IFNA1                                       8.093834e-05    -0.0080270098
## CD5                                         2.096438e-03    -0.0049191395
## CD163                                       1.157512e-04    -0.0095731551
## CD4                                         9.908595e-04    -0.0032047380
## BTLA                                        1.383764e-04    -0.0070215889
## CTSG                                        2.714666e-03     0.0045420147
## CD40                                        1.007813e-03    -0.0066082582
## MMP9                                        1.731893e-04    -0.0109810814
## F5                                          4.621633e-04     0.0036263823
## CR2                                         1.958884e-04    -0.0123639355
## CD1C                                        2.428150e-04    -0.0138449664
## CXCL10                                      5.587245e-04    -0.0126782803
## CXCR2                                       1.245810e-03    -0.0151274805
## IGHM_membrane                               1.246623e-03    -0.0121303866
## MITF                                        4.273504e-04    -0.0130744090
## JCHAIN                                      4.904817e-04    -0.0180995981
## CD1A                                        6.489607e-03     0.0034269269
## IGHM_secreted                               5.188931e-04    -0.0256419391
## THBD                                        5.317891e-04    -0.0192552912
## TLR2                                        2.067460e-03    -0.0198720076
## TPSAB1                                      2.725145e-03    -0.0092550513
## VSIG4                                       1.016578e-03    -0.0099146341
## FAM129C                                     7.674349e-04    -0.0329666697
## CXCL1                                       8.547009e-04    -0.0184764534
## ZAP70                                       7.838640e-02    -0.0736140752
## CD8.SK1.CD8A.AHS0228.pAbO                   9.722516e-01     0.0368077482
## PDCD1                                       2.172620e-03    -0.0146873825
## TNFRSF13C                                   1.650347e-03    -0.0374960943
## TNFRSF18                                    4.426353e-02    -0.0456622771
## TOP2A                                       4.031317e-01    -0.0169420912
## PAX5                                        1.325510e-02    -0.0210271744
## CCR10                                       1.366246e-03    -0.0361618131
## LY86                                        7.094416e-03    -0.0449460681
## CD8B                                        5.231294e-03    -0.0383470231
## CD27                                        5.221120e-03    -0.0205567144
## NT5E                                        4.908897e-03     0.0037431847
## CXCR1                                       3.116100e-03    -0.0346912508
## FOXP3                                       3.372746e-02    -0.0439534615
## CD22.CD22.AHS0195.pAbO                      8.907745e-01    -0.0267429769
## PECAM1                                      3.570210e-01    -0.0512948462
## CSF3                                        3.143734e-03    -0.0376860238
## CMTM2                                       1.617067e-02    -0.0542914136
## CCR7                                        6.041597e-03    -0.0562603166
## TGFB3                                       6.849114e-03    -0.0439928577
## TLR7                                        4.579451e-03    -0.0144467112
## MKI67                                       1.831296e-01    -0.0130035758
## CHI3L2                                      1.661898e-02    -0.0737654065
## CXCR5                                       1.670528e-02    -0.0170350577
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO            1.000000e+00     0.0053965375
## TLR9                                        6.460070e-03    -0.0496182469
## CD14                                        1.033207e-02    -0.0671618131
## CD103.ITGAE.AHS0001.pAbO                    2.755146e-01    -0.0485036920
## CD95.FAS.AHS0023.pAbO                       1.000000e+00     0.0575462110
## IGKC                                        3.709329e-02    -0.0152563786
## CCR3                                        1.041005e-02    -0.1005625034
## CCL20                                       9.102681e-03    -0.0681814631
## CD3.SK7.CD3E.AHS0033.pAbO                   5.569261e-01     0.0102764377
## LTB                                         4.535583e-02    -0.0979966176
## TCF4                                        2.557145e-02    -0.0795279766
## STAT6                                       1.512036e-01    -0.1226076494
## CX3CR1                                      2.955476e-02    -0.1027031480
## CD6                                         2.891874e-02    -0.0466019624
## RNASE6                                      3.412868e-02    -0.0943266140
## RGS1                                        5.202766e-01    -0.0291019892
## NRP1                                        4.505851e-02    -0.0720036393
## PMCH                                        5.237563e-02    -0.0713874474
## HLA.DQA1                                    5.322407e-01    -0.0599784057
## SELL                                        6.640552e-02    -0.0981719054
## IL15                                        1.053511e-01    -0.1389050275
## HLA.DPA1                                    6.962520e-01    -0.0158290078
## FUT4                                        8.853150e-02    -0.1392452563
## HMMR                                        1.959239e-01    -0.0319140645
## KLRC4                                       1.014695e-01    -0.1457007407
## CD28.CD28.2.CD28.AHS0024.pAbO               5.009793e-01    -0.0506957555
## PTGDR2                                      3.291029e-02    -0.0238835485
## S1PR1                                       9.220214e-02    -0.1433368112
## IGHA1_secreted                              2.379517e-02    -0.1583988828
## SNCA                                        5.397906e-02    -0.1369509721
## MZB1                                        4.516127e-01    -0.1036360937
## TNFRSF25                                    2.180124e-02    -0.1002826488
## ICOS                                        3.390369e-01    -0.1115299664
## MCM2                                        4.897912e-01    -0.0949879787
## TNFSF13B                                    8.401191e-02    -0.1568262908
## THBS1                                       4.673475e-02    -0.1391386862
## CD1D.CD1D.AHS0219.pAbO                      9.722743e-01    -0.0495894126
## RORC                                        5.527101e-02    -0.0176588324
## BCL11B                                      1.480904e-01    -0.1222875781
## CD160                                       4.666594e-02    -0.0942440173
## TNFSF13                                     9.167059e-02    -0.1697968482
## CD34.581.CD34.AHS0061.pAbO                  8.714504e-01    -0.0510176773
## IL9R                                        6.267844e-02    -0.1559522926
## PTTG2                                       2.673742e-01    -0.1343626738
## PASK                                        2.081118e-01    -0.1784163060
## KDELR1                                      1.401752e-01    -0.1824032213
## IKZF2                                       7.938679e-02    -0.1871907016
## KLRG1                                       4.843815e-02    -0.1919881742
## CD79B                                       6.620889e-02    -0.1752761007
## VEGFA                                       3.354295e-01    -0.1642111818
## IL7R                                        5.285897e-02    -0.1785021888
## TSPAN32                                     1.509755e-01    -0.1887452479
## EOMES                                       1.412186e-01    -0.1827346850
## ZNF683                                      1.147256e-01    -0.1447378784
## CCR8                                        6.335550e-02    -0.1240431647
## CD94.KLRD1.AHS0085.pAbO                     9.969161e-01    -0.0131458120
## NCAM1                                       2.144064e-01    -0.2088354877
## CCR7.CCR7.AHS0273.pAbO                      8.641585e-01    -0.0761500154
## FAS                                         4.498704e-01    -0.1526416782
## ITGAX                                       8.255357e-01    -0.0910820625
## CD38                                        1.943268e-01    -0.1822229235
## RORA                                        1.307019e-01    -0.2379748818
## TNFSF8                                      1.095097e-01    -0.2302577154
## CX3CR1.CX3CR1.AHS0125.pAbO                  7.934224e-01    -0.0943913791
## TMEM97                                      3.653927e-01    -0.1674811168
## FBXO22                                      2.741697e-01    -0.2194139111
## CD45RO.PTPRC.AHS0036.pAbO                   9.765951e-01    -0.1086920516
## GIMAP7                                      7.408149e-02    -0.2935092334
## FOXO1                                       1.380857e-01    -0.2253731378
## IgG.IGHG1_2_3_4.AHS0059.pAbO                9.974194e-01    -0.1322729928
## CD44                                        8.539753e-01    -0.0806202623
## FOXO3                                       1.659150e-01    -0.2616996606
## KIR2DL1                                     6.619875e-01    -0.1019247100
## LEF1                                        3.962833e-01    -0.1817552955
## OAS1                                        2.177193e-01    -0.2270365514
## HLA.DMA                                     5.423897e-01    -0.1618720340
## CD45RA.HI100.PTPRC.AHS0009.pAbO             9.369128e-01    -0.1728883077
## TRAT1                                       1.716209e-01    -0.2311682226
## CD8A                                        5.468209e-01    -0.1569959691
## PSEN1                                       2.578481e-01    -0.2712889572
## HLA.DMB                                     4.376340e-01    -0.1811804290
## GAB2                                        2.933339e-01    -0.2664623469
## C10orf54                                    7.602943e-01    -0.0967652484
## TARP_refseq                                 8.078719e-01    -0.1068862044
## CD81.CD81.AHS0021.pAbO                      1.000000e+00    -0.1536244921
## IL18                                        1.917466e-01    -0.3124280640
## FAM65B                                      1.903136e-01    -0.3166855343
## HLA.DQB1                                    3.847761e-01    -0.2463152020
## CBLB                                        4.855495e-01    -0.2384636532
## LGALS9                                      2.764674e-01    -0.3105578617
## CNOT2                                       6.581248e-01    -0.1576581459
## PRDM1                                       7.015370e-01    -0.1722917016
## CD33                                        2.702609e-01    -0.2995988494
## ZBTB16                                      3.885208e-01    -0.3037692406
## CCR2                                        1.680768e-01    -0.3860892136
## IL12RB1                                     4.108958e-01    -0.3028913815
## CXCR6                                       4.174795e-01    -0.3218624320
## HMGB2                                       6.318728e-01    -0.2786743932
## ANXA5                                       9.083471e-01    -0.1919850486
## IL18RAP                                     5.690470e-01    -0.2889806430
## CD279.EH12.1.PDCD1.AHS0014.pAbO             9.291240e-01    -0.2174880137
## TGFB1                                       4.798004e-01    -0.3312844995
## DUSP1                                       3.125525e-01    -0.3825318581
## LGALS3                                      3.698606e-01    -0.3591569576
## CXCL5                                       5.250103e-01    -0.3261020686
## GZMH                                        4.966514e-01    -0.3210954974
## KLRC1                                       9.572993e-01    -0.1963980740
## PCNA                                        7.616645e-01    -0.2661422288
## CD161.DX12.KLRB1.AHS0002.pAbO               9.507154e-01    -0.2338897804
## ITGAE                                       5.467139e-01    -0.3298121773
## CD74                                        9.892916e-01    -0.2636956236
## IL18R1                                      5.938380e-01    -0.3145946447
## CD300A                                      8.262568e-01    -0.2832449328
## GNLY                                        1.000000e+00    -0.2667595126
## STAT1                                       5.072262e-01    -0.3780739967
## CTSD                                        5.781893e-01    -0.3596925086
## CD247                                       7.183279e-01    -0.2899950702
## VNN2                                        4.829075e-01    -0.4032552252
## PDIA4                                       6.360640e-01    -0.3281336316
## ITGA4                                       4.235575e-01    -0.4444963608
## CD102.ICAM2.AHS0155.pAbO                    9.657948e-01    -0.3196846249
## DPP4                                        5.430014e-01    -0.3936628055
## CD33.WM53.CD33.AHS0044.pAbO                 8.670604e-01    -0.3098080191
## FYN                                         9.634395e-01    -0.2877242959
## NINJ2                                       6.015288e-01    -0.3649484792
## TRAC                                        4.805295e-01    -0.4363132835
## STAT3                                       6.244042e-01    -0.3562099897
## IGBP1                                       5.799312e-01    -0.3821973594
## ADA                                         6.513733e-01    -0.3640479636
## IFITM3                                      7.619882e-01    -0.3567388294
## ITGAM                                       7.041688e-01    -0.3298311760
## ADGRG3                                      4.354411e-01    -0.4713396050
## XBP1                                        9.430109e-01    -0.2907639786
## TIAF1                                       4.989750e-01    -0.4428102674
## CCR1                                        4.441285e-01    -0.4599615252
## GZMA                                        9.993201e-01    -0.3670558845
## ENTPD1                                      6.066634e-01    -0.4206320969
## PIK3AP1                                     7.630838e-01    -0.3447307780
## IFNGR1                                      5.855915e-01    -0.4212977793
## ATF6B                                       5.986750e-01    -0.4088930505
## FYB                                         5.107334e-01    -0.4783820578
## CD7                                         6.742484e-01    -0.4036202642
## ITGB2                                       9.198481e-01    -0.3292879701
## GLG1                                        5.256451e-01    -0.5263677872
## KLRF1                                       7.115921e-01    -0.4513297479
## PDIA6                                       9.197766e-01    -0.3982211968
## SPOCK2                                      4.146928e-01    -0.6489452476
## TRDC                                        9.185853e-01    -0.4340598413
## TRIB2                                       5.866281e-01    -0.5416415942
## FCGR3A                                      7.796199e-01    -0.5498844404
## LIPA                                        6.437398e-01    -0.5021923314
## GAPDH                                       1.000000e+00    -0.4863072275
## LAP3                                        8.243162e-01    -0.4194651861
## KIT                                         5.223998e-01    -0.6712213790
## CST7                                        9.678875e-01    -0.4558902841
## CD2                                         9.193545e-01    -0.3828976906
## STAT4                                       8.745098e-01    -0.4264725529
## CCR5                                        5.927675e-01    -0.5734065950
## CCL5                                        9.704373e-01    -0.7278735283
## BTG1                                        9.946816e-01    -0.5346693311
## LYN                                         7.951053e-01    -0.4806849195
## APOBEC3G                                    9.890948e-01    -0.5163155722
## CD52                                        9.984633e-01    -0.6120210277
## LGALS1                                      9.999369e-01    -0.5608960825
## CCR6                                        4.750225e-01    -0.7018804629
## LAT                                         6.222645e-01    -0.6077322482
## IFITM2                                      9.039235e-01    -0.5326416699
## GZMK                                        8.126054e-01    -0.6107308596
## CXCR3                                       8.975353e-01    -0.5293440756
## BCL2                                        7.043042e-01    -0.5873439492
## TNFSF10                                     9.895011e-01    -0.5683404076
## CD244                                       7.414022e-01    -0.6103352438
## GNAI2                                       8.196707e-01    -0.5681785997
## RPN2                                        9.440500e-01    -0.5265103418
## GIMAP5                                      5.781565e-01    -0.7484783549
## IL32                                        9.925622e-01    -0.5583236620
## IKZF1                                       7.595690e-01    -0.6750211596
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO       9.677937e-01    -0.7870040964
## S100A10                                     9.844246e-01    -0.6109537548
## VPS28                                       7.941748e-01    -0.6464956539
## ITGAL                                       8.658013e-01    -0.6514682560
## NCR3                                        8.996559e-01    -0.6501001248
## GIMAP2                                      5.813914e-01    -0.8099209523
## CASP5                                       7.888598e-01    -0.6838186085
## IL4R                                        9.657233e-01    -0.6592310916
## LAT2                                        8.386672e-01    -0.7079830520
## IL23R                                       8.064462e-01    -0.7252931137
## CASP3                                       8.693398e-01    -0.6915365336
## LCK                                         9.595136e-01    -0.7161819286
## CD48                                        9.942790e-01    -0.7231817615
## KLRK1                                       9.434556e-01    -0.7413971754
## IL2RB                                       9.997465e-01    -0.9067156720
## CD3E                                        9.784496e-01    -0.8224718156
## NKG7                                        9.978171e-01    -1.0107706370
## PIK3IP1                                     5.993391e-01    -1.2024332247
## FCER1G                                      9.972820e-01    -0.8676046723
## RUNX3                                       9.882066e-01    -0.8523239041
## CCND2                                       9.951913e-01    -0.8761899520
## BIN2                                        8.937992e-01    -0.8836547437
## CD335.NCR1.AHS0068.pAbO                     9.981583e-01    -0.9589536772
## PTPRC                                       9.829603e-01    -0.8725563886
## KLRB1                                       9.314236e-01    -1.0110267763
## BAX                                         9.316369e-01    -0.9017668818
## CTSW                                        9.998737e-01    -0.9611090773
## TXK                                         8.633088e-01    -1.0197616055
## DOCK8                                       9.334673e-01    -0.9179153140
## CD37                                        9.546738e-01    -1.0019923018
## TRBC2                                       9.978321e-01    -0.9675297690
## LAMP1                                       9.799937e-01    -0.9665510504
## ARL4C                                       8.847746e-01    -1.0587757233
## PRF1                                        9.999539e-01    -1.0422149446
## CXCR4                                       8.309952e-01    -1.6816815708
## CD63                                        9.997645e-01    -1.2298561466
## HLA.A                                       1.000000e+00    -1.2603895138
## HLA.C                                       1.000000e+00    -1.3159654896
## SELPLG                                      9.737894e-01    -1.6591292809
##                                           min.logFC.cohen median.logFC.cohen
## CSF2                                          1.819825823       2.3574163714
## CCL4                                          0.297305824       2.5641272245
## EGR3                                          0.846412927       1.5150091574
## XCL1                                          0.890245878       1.3770304649
## CCL3                                          0.173292396       1.3326757325
## DUSP2                                         0.132807153       1.3618380051
## IER3                                          0.747187813       1.1908990197
## ICAM1                                         0.712707073       1.1431973386
## TNF                                           0.784960004       0.9755788174
## IFNG                                          0.929181510       1.0775017690
## BCL2A1                                        0.506718472       1.0703928878
## MYC                                           0.534917937       0.9370307983
## CCL1                                          0.882337448       1.1233187384
## CD11b.ICRF44.ITGAM.AHS0184.pAbO               0.319541058       0.9363541081
## GZMB                                          0.280535403       0.7161119881
## IRF8                                          0.103074061       0.6643295004
## NAMPT                                         0.381718515       0.6381921010
## CD4.SK3.CD4.AHS0032.pAbO                      0.250710097       0.6175113472
## BIRC3                                         0.306076243       0.7132473650
## CD18.ITGB2.AHS0091.pAbO                      -0.193676131       0.1930343047
## TBX21                                         0.143833404       0.5441483723
## CD2.CD2.AHS0029.pAbO                          0.273924897       0.3661569538
## EGR1                                          0.208627453       0.7146653235
## SEMA7A                                        0.060067425       0.5939861746
## LTA                                           0.199822463       0.5223393429
## CD69.CD69.AHS0010.pAbO                       -0.042395405       0.2867400215
## FOSB                                          0.131473108       0.5117181004
## FN1                                           0.123909176       0.4247374811
## CD19.SJ25C1.CD19.AHS0030.pAbO                 0.210500545       0.3769962658
## IRF4                                          0.182691612       0.3250510705
## CD70                                         -0.224829462       0.2170809963
## FASLG                                        -0.058126857       0.3657836828
## ZBED2                                         0.367645779       0.4640015692
## CD26.DPP4.AHS0109.pAbO                       -0.197153395       0.3880985016
## CD38.HIT2.CD38.AHS0022.pAbO                   0.029113769       0.1147799627
## IL2RA                                        -0.226531928       0.3422032809
## LIF                                          -0.374717180       0.4399587986
## CD226.CD226.AHS0079.pAbO                     -0.340323648       0.5135170644
## CD69                                         -0.022546655       0.4706997919
## TNFRSF8                                      -0.361010486       0.4330184818
## Tim3.HAVCR2.AHS0016.pAbO                     -0.233391328       0.1793558567
## TNFSF14                                       0.125636437       0.3360709126
## IL13                                          0.245356466       0.4113529100
## LAIR2                                        -0.057483935       0.2467269084
## JUNB                                          0.054928146       0.2576687588
## FOSL1                                         0.177661348       0.3762956817
## ITK                                           0.094093266       0.2163343980
## BACH2                                         0.119651046       0.2147265396
## TNFRSF1B                                     -0.300222540       0.2179137489
## STAT5A                                        0.157830318       0.2279061096
## CD80                                          0.057902448       0.1656575329
## CD39.ENTPD1.AHS0006.pAbO                     -0.876596651       0.3703783897
## CD7.CD7.AHS0043.pAbO                         -0.231559670       0.2214157512
## CD152.CTLA4.AHS0017.pAbO                     -0.473458586       0.2805853553
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO           -0.503662222       0.2856211046
## JUN                                          -0.092557365       0.1065778359
## IL12RB2                                      -0.552196096      -0.0707073952
## YBX3                                         -0.170289116       0.0400089596
## IL1RN                                         0.018378984       0.2703940811
## HLA.DRA                                      -0.540443480       0.1972412990
## HLA.DRB3                                     -0.394958529       0.1044379639
## IL3RA                                        -0.059602104       0.0873847867
## DUSP4                                        -0.548019768       0.1559293168
## IL3                                           0.195563883       0.2831516234
## KLRC3                                        -0.125360581      -0.0573981168
## FTH1                                         -0.093946427       0.0353499868
## IgM.IGHM.AHS0198.pAbO                         0.007585618       0.1028125187
## PYCR1                                        -0.444293053       0.0686945822
## CD25.2A3.IL2RA.AHS0026.pAbO                  -0.507710528       0.0191138834
## CLEC2D                                       -0.082801529       0.0155173162
## TK1                                          -1.493211258       0.5837068658
## CD72                                         -0.079007792       0.0936562862
## UBE2C                                        -1.340235727       0.4711267643
## CD274                                        -0.031832547       0.1139335974
## TIGIT                                        -0.754483490      -0.0421904120
## TNFRSF9                                      -0.004613512       0.1570680216
## CD14.MPHIP9.CD14.AHS0037.pAbO                -0.130967386       0.0722686263
## CD9                                          -0.261251828       0.0665778975
## HLA.DPB1                                     -0.542549078      -0.0072429977
## IL15RA                                       -0.307358640      -0.0628166723
## TYMS                                         -1.755309152       0.4951452966
## GATA3                                        -0.027953029       0.0258804826
## CTLA4                                        -0.020677600       0.0488376499
## CD314.KLRK1.AHS0065.pAbO                     -0.379125403      -0.0821333427
## CD3D                                         -0.088355166       0.0382586053
## LAMP3                                        -0.048870182       0.0745063516
## KIAA0101                                     -1.833373232       0.5574458332
## AIM2                                         -0.030365697       0.0373715383
## CCNB1                                        -1.054944173       0.3153194478
## IL1B                                          0.076633811       0.1240139289
## IER5                                         -0.068072279      -0.0264170402
## POU2AF1                                       0.108797796       0.1330626756
## CD27.L128.CD27.AHS0249.pAbO                  -0.106361088      -0.0407143846
## CD40LG                                       -0.522154547       0.1852435908
## AURKB                                        -1.482922061       0.3879829522
## CXCL16                                       -0.087456115       0.0160328772
## FOXP1                                        -0.164191028      -0.1458251015
## TCF7                                         -0.081216447       0.0184717763
## IL4                                           0.037810275       0.0906721633
## CD40.CD40.AHS0117.pAbO                       -0.052851063       0.0051827626
## B3GAT1                                       -0.011866701       0.0145320141
## CXCL8                                        -0.011560121       0.0777930154
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO    -0.289998567       0.0791179915
## TNFRSF4                                      -0.087595133       0.0208272973
## MCM4                                         -0.892710659       0.1614379640
## IL1RL1                                       -0.245150307      -0.0340704072
## IL6                                          -0.076290874       0.0155758599
## CD5.UCHT2.CD5.AHS0047.pAbO                   -0.107813081      -0.0435042613
## SLAMF1                                       -0.023812721      -0.0059127657
## CD86                                         -0.482082466      -0.0005325865
## CD200                                         0.067076830       0.0763120560
## LILRB4                                       -0.039615164       0.0668937822
## LAG3                                         -0.222017158      -0.0564732533
## IL6R                                          0.011457976       0.0660726676
## TGFBI                                        -0.042741052      -0.0211911566
## QPCT                                         -0.241305433       0.0076550781
## IL2                                           0.034368110       0.0461784914
## HAVCR2                                       -0.531175201      -0.0206263704
## CD79A                                        -0.006651584       0.0076117822
## MGST1                                        -0.375692598       0.1025377094
## SLC25A37                                     -0.153811206      -0.0252007021
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO          -0.174221352      -0.0032580218
## CD215.IL15RA.AHS0212.pAbO                    -0.329448849      -0.0298282273
## ADGRE1                                       -0.046752285       0.0008349028
## CD3G                                         -0.028877679       0.0110755339
## SLC7A7                                       -0.006435236       0.0151675309
## CLEC4D                                        0.013754700       0.0441716839
## IL12A                                        -0.014882541       0.0033256231
## CCL22                                         0.022938169       0.0436897909
## IL1R2                                         0.040914911       0.0409149111
## S100A9                                       -0.016337898       0.0008697612
## IL5                                          -0.001351198       0.0463210550
## BCL6                                         -0.057248143      -0.0334684657
## VMO1                                         -0.026550581      -0.0158867216
## CD127.IL7R.AHS0028.pAbO                      -0.386905085      -0.0594109285
## CCL2                                         -0.013011795       0.0158642594
## EPX                                           0.023904572       0.0239045722
## IL22                                          0.023904572       0.0239045722
## LRRC32                                        0.023904572       0.0239045722
## CXCL3                                         0.016472833       0.0239045722
## SPP1                                          0.008951106       0.0239045722
## CLEC4E                                       -0.017863904       0.0239045722
## PI3                                          -0.009628117       0.0239045722
## CD24                                         -0.032967643      -0.0136166399
## KCNE3                                        -0.028506662       0.0239045722
## CD28                                         -0.035147401       0.0130427137
## GZMM                                         -0.039027925       0.0030531500
## ALAS2                                         0.000000000       0.0000000000
## APOE                                          0.000000000       0.0000000000
## AQP9                                          0.000000000       0.0000000000
## AZU1                                          0.000000000       0.0000000000
## BLK                                           0.000000000       0.0000000000
## BLNK                                          0.000000000       0.0000000000
## BPI                                           0.000000000       0.0000000000
## C1QA                                          0.000000000       0.0000000000
## C1QB                                          0.000000000       0.0000000000
## CCL13                                         0.000000000       0.0000000000
## CCL17                                         0.000000000       0.0000000000
## CCL19                                         0.000000000       0.0000000000
## CCR9                                          0.000000000       0.0000000000
## CD1B                                          0.000000000       0.0000000000
## CD209                                         0.000000000       0.0000000000
## CD22                                          0.000000000       0.0000000000
## CD34                                          0.000000000       0.0000000000
## CEACAM8                                       0.000000000       0.0000000000
## CHI3L1                                        0.000000000       0.0000000000
## CLC                                           0.000000000       0.0000000000
## CLEC10A                                       0.000000000       0.0000000000
## CPA3                                          0.000000000       0.0000000000
## CXCL11                                        0.000000000       0.0000000000
## CXCL13                                        0.000000000       0.0000000000
## CXCL9                                         0.000000000       0.0000000000
## DEFA3                                         0.000000000       0.0000000000
## DEFA4                                         0.000000000       0.0000000000
## EBF1                                          0.000000000       0.0000000000
## ELANE                                         0.000000000       0.0000000000
## F13A1                                         0.000000000       0.0000000000
## FCER1A                                        0.000000000       0.0000000000
## FCER2                                         0.000000000       0.0000000000
## FCN1                                          0.000000000       0.0000000000
## GHR                                           0.000000000       0.0000000000
## IGHD_membrane                                 0.000000000       0.0000000000
## IGHE_secreted                                 0.000000000       0.0000000000
## IGHG1_membrane                                0.000000000       0.0000000000
## IGHG2_secreted                                0.000000000       0.0000000000
## IGHG4_secreted                                0.000000000       0.0000000000
## IGLC3                                         0.000000000       0.0000000000
## IL17A                                         0.000000000       0.0000000000
## IL17F                                         0.000000000       0.0000000000
## IL21                                          0.000000000       0.0000000000
## IL25                                          0.000000000       0.0000000000
## IL31                                          0.000000000       0.0000000000
## IL33                                          0.000000000       0.0000000000
## IL9                                           0.000000000       0.0000000000
## MME                                           0.000000000       0.0000000000
## MMP12                                         0.000000000       0.0000000000
## S100A12                                       0.000000000       0.0000000000
## TCL1A                                         0.000000000       0.0000000000
## TLR8                                          0.000000000       0.0000000000
## TNFRSF17                                      0.000000000       0.0000000000
## VPREB3                                        0.000000000       0.0000000000
## AOC3                                         -0.018658210       0.0000000000
## CMKLR1                                       -0.082703694       0.0031551462
## ARG1                                         -0.021476839       0.0000000000
## CD36                                         -0.021476839       0.0000000000
## CNTNAP3                                      -0.021476839       0.0000000000
## FLT3                                         -0.021476839       0.0000000000
## IGHG1_secreted                               -0.021476839       0.0000000000
## IGHG3_secreted                               -0.021476839       0.0000000000
## RNASE2                                       -0.021476839       0.0000000000
## CXCL2                                        -0.025125945       0.0000000000
## MS4A1                                        -0.025745780       0.0000000000
## TREM1                                        -0.062377713      -0.0083004023
## CCR4                                         -0.021476839       0.0000000000
## IFNA1                                        -0.021476839       0.0000000000
## CD5                                          -0.078299372      -0.0154227322
## CD163                                        -0.026388937       0.0000000000
## CD4                                          -0.033744864      -0.0190268878
## BTLA                                         -0.035107945       0.0000000000
## CTSG                                         -0.087140018       0.0315360747
## CD40                                         -0.052026775      -0.0080300884
## MMP9                                         -0.036247197       0.0000000000
## F5                                           -0.057378908       0.0239045722
## CR2                                          -0.035515966       0.0000000000
## CD1C                                         -0.037166333       0.0000000000
## CXCL10                                       -0.047268123      -0.0029438724
## CXCR2                                        -0.046687576      -0.0195005619
## IGHM_membrane                                -0.046804586      -0.0285984026
## MITF                                         -0.065372045       0.0000000000
## JCHAIN                                       -0.065372045       0.0000000000
## CD1A                                         -0.116728040       0.0393865031
## IGHM_secreted                                -0.046452378      -0.0251259454
## THBD                                         -0.065372045       0.0000000000
## TLR2                                         -0.096493036      -0.0149989020
## TPSAB1                                       -0.121840130       0.0043341683
## VSIG4                                        -0.083466222      -0.0067604184
## FAM129C                                      -0.065372045      -0.0352600822
## CXCL1                                        -0.092382267       0.0000000000
## ZAP70                                        -0.161975343      -0.0757729178
## CD8.SK1.CD8A.AHS0228.pAbO                    -0.677084260      -0.1010035612
## PDCD1                                        -0.088439515      -0.0315916595
## TNFRSF13C                                    -0.084272587      -0.0301839570
## TNFRSF18                                     -0.314276398      -0.0091324698
## TOP2A                                        -1.647001257       0.4143664356
## PAX5                                         -0.142285943      -0.0155319147
## CCR10                                        -0.089508150      -0.0259231270
## LY86                                         -0.075704968      -0.0521516084
## CD8B                                         -0.106306640      -0.0602975057
## CD27                                         -0.129511794      -0.0069313409
## NT5E                                         -0.167241818       0.0429911942
## CXCR1                                        -0.099314271      -0.0747790877
## FOXP3                                        -0.215958952      -0.0389698819
## CD22.CD22.AHS0195.pAbO                       -0.378235790      -0.0166221912
## PECAM1                                       -0.764957530      -0.0375048319
## CSF3                                         -0.153655894      -0.0199494203
## CMTM2                                        -0.120172876      -0.0244605399
## CCR7                                         -0.113980235      -0.0420492309
## TGFB3                                        -0.111342181      -0.0524998375
## TLR7                                         -0.186185319       0.0222071260
## MKI67                                        -1.063310718       0.2802996429
## CHI3L2                                       -0.118254617      -0.0621817311
## CXCR5                                        -0.287983425       0.0033309173
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO             -0.709345362      -0.0667522214
## TLR9                                         -0.144711320      -0.0237880548
## CD14                                         -0.129041956      -0.0575138511
## CD103.ITGAE.AHS0001.pAbO                     -0.204682660      -0.0279120769
## CD95.FAS.AHS0023.pAbO                        -0.258997800       0.0463328686
## IGKC                                         -0.371878178       0.0520127548
## CCR3                                         -0.167794207      -0.0938931171
## CCL20                                        -0.251962117      -0.0330945192
## CD3.SK7.CD3E.AHS0033.pAbO                    -0.017970727       0.0068943459
## LTB                                          -0.196831749      -0.0970194936
## TCF4                                         -0.262108846      -0.0341890273
## STAT6                                        -0.211494876      -0.1289653454
## CX3CR1                                       -0.170948714      -0.1016582236
## CD6                                          -0.232098455      -0.0260545784
## RNASE6                                       -0.180157822      -0.1364720223
## RGS1                                         -0.509326546       0.0288785242
## NRP1                                         -0.277355073      -0.0890632130
## PMCH                                         -0.311756421      -0.0887989466
## HLA.DQA1                                     -0.910867791      -0.3161245345
## SELL                                         -0.255580729      -0.1698387516
## IL15                                         -0.214031644      -0.1179529166
## HLA.DPA1                                     -0.563585143       0.0195038864
## FUT4                                         -0.199753673      -0.1125026220
## HMMR                                         -1.193947443       0.2785996613
## KLRC4                                        -0.284445399      -0.1554152992
## CD28.CD28.2.CD28.AHS0024.pAbO                -0.192750286      -0.0140451826
## PTGDR2                                       -0.455363161       0.0668949901
## S1PR1                                        -0.256408903      -0.1939598222
## IGHA1_secreted                               -0.238816396      -0.1439598691
## SNCA                                         -0.230533698      -0.1809320998
## MZB1                                         -0.479678285      -0.0424139027
## TNFRSF25                                     -0.424560617      -0.0369867812
## ICOS                                         -0.374739223      -0.1160920687
## MCM2                                         -0.882904336       0.0756685877
## TNFSF13B                                     -0.331409758      -0.1493368337
## THBS1                                        -0.286327919      -0.1149336125
## CD1D.CD1D.AHS0219.pAbO                       -0.330984564      -0.0831857399
## RORC                                         -0.631077658       0.1077434973
## BCL11B                                       -0.347169733      -0.1947556800
## CD160                                        -0.340006132      -0.0896245856
## TNFSF13                                      -0.242602534      -0.1468192241
## CD34.581.CD34.AHS0061.pAbO                   -0.332439389      -0.0385721011
## IL9R                                         -0.370909566      -0.1319548412
## PTTG2                                        -0.892818197       0.0235690371
## PASK                                         -0.528253438      -0.1027724425
## KDELR1                                       -0.331228747      -0.1954174627
## IKZF2                                        -0.393519086      -0.1713941432
## KLRG1                                        -0.344433291      -0.2133353388
## CD79B                                        -0.428056419      -0.1928050907
## VEGFA                                        -0.642196185      -0.0959456719
## IL7R                                         -0.366856017      -0.1962234062
## TSPAN32                                      -0.313204446      -0.2544857630
## EOMES                                        -0.406899940      -0.2322832650
## ZNF683                                       -0.633835715      -0.1061450386
## CCR8                                         -0.621450265      -0.0862103230
## CD94.KLRD1.AHS0085.pAbO                      -0.754078468      -0.4128960818
## NCAM1                                        -0.438482572      -0.2163573045
## CCR7.CCR7.AHS0273.pAbO                       -0.277279714      -0.0399315011
## FAS                                          -0.353051703      -0.0682943056
## ITGAX                                        -1.365177255       0.0720676889
## CD38                                         -0.527951808      -0.1239544605
## RORA                                         -0.465433575      -0.2707436177
## TNFSF8                                       -0.549564431      -0.1660649850
## CX3CR1.CX3CR1.AHS0125.pAbO                   -0.261475989      -0.0815880606
## TMEM97                                       -0.807293686      -0.0568658401
## FBXO22                                       -0.431943394      -0.2536415975
## CD45RO.PTPRC.AHS0036.pAbO                    -0.325391199      -0.1527093019
## GIMAP7                                       -0.369122168      -0.3211154299
## FOXO1                                        -0.515305474      -0.1459661723
## IgG.IGHG1_2_3_4.AHS0059.pAbO                 -0.876539078      -0.0414997314
## CD44                                         -0.429426667       0.0029543983
## FOXO3                                        -0.315403952      -0.2538129208
## KIR2DL1                                      -0.726144461      -0.2762288768
## LEF1                                         -0.702748716      -0.2195960846
## OAS1                                         -0.543483107      -0.1896424221
## HLA.DMA                                      -0.449594381      -0.1969907964
## CD45RA.HI100.PTPRC.AHS0009.pAbO              -0.557691877      -0.2734018154
## TRAT1                                        -0.568430705      -0.2032535060
## CD8A                                         -0.875683623      -0.3183911423
## PSEN1                                        -0.353515477      -0.2543416840
## HLA.DMB                                      -0.437226681      -0.3374349157
## GAB2                                         -0.362283513      -0.3439214713
## C10orf54                                     -0.346221637      -0.1075006979
## TARP_refseq                                  -0.342725418      -0.1344794313
## CD81.CD81.AHS0021.pAbO                       -0.558025690      -0.3828541389
## IL18                                         -0.546427275      -0.3024993737
## FAM65B                                       -0.417654825      -0.3439770696
## HLA.DQB1                                     -0.807671873      -0.5355991720
## CBLB                                         -0.463639783      -0.2670807671
## LGALS9                                       -0.626744734      -0.2986047348
## CNOT2                                        -0.241253046      -0.1455476955
## PRDM1                                        -0.539172106      -0.0452017265
## CD33                                         -1.065445102      -0.2200032141
## ZBTB16                                       -0.529456713      -0.2076276390
## CCR2                                         -0.569584923      -0.3587680072
## IL12RB1                                      -0.577448789      -0.2674613559
## CXCR6                                        -0.586036812      -0.2965050312
## HMGB2                                        -1.971222957       0.0399199396
## ANXA5                                        -0.755182565       0.0707266542
## IL18RAP                                      -0.468299010      -0.2535178858
## CD279.EH12.1.PDCD1.AHS0014.pAbO              -0.633021245      -0.2029259148
## TGFB1                                        -0.564242954      -0.3371505428
## DUSP1                                        -0.677027559      -0.2422669353
## LGALS3                                       -1.328355654      -0.1159457897
## CXCL5                                        -0.426455184      -0.3768830817
## GZMH                                         -0.872087671      -0.4707371958
## KLRC1                                        -0.575127469      -0.2026556527
## PCNA                                         -1.388420106      -0.1095432758
## CD161.DX12.KLRB1.AHS0002.pAbO                -0.792125375      -0.2822952034
## ITGAE                                        -0.885317647      -0.2914940883
## CD74                                         -0.786841940      -0.4935294948
## IL18R1                                       -0.615530716      -0.2166755702
## CD300A                                       -1.304025478      -0.0579809268
## GNLY                                         -0.839860794      -0.3805334340
## STAT1                                        -0.824845710      -0.4399846633
## CTSD                                         -0.550231621      -0.3586944533
## CD247                                        -0.859875536      -0.4884177183
## VNN2                                         -0.687519633      -0.2812627175
## PDIA4                                        -0.640541248      -0.4133147170
## ITGA4                                        -0.700429776      -0.4741953094
## CD102.ICAM2.AHS0155.pAbO                     -0.936204642      -0.2563674172
## DPP4                                         -0.780558974      -0.3135382776
## CD33.WM53.CD33.AHS0044.pAbO                  -1.069703439      -0.3562651179
## FYN                                          -0.651691793      -0.3539217950
## NINJ2                                        -0.716638346      -0.3959471241
## TRAC                                         -0.866621232      -0.4745742496
## STAT3                                        -0.579523493      -0.3021034038
## IGBP1                                        -0.470647254      -0.3791006124
## ADA                                          -0.715727737      -0.2781614821
## IFITM3                                       -1.185376690      -0.4870900572
## ITGAM                                        -0.606949809      -0.3518624473
## ADGRG3                                       -0.798987141      -0.4030893193
## XBP1                                         -0.655354688      -0.1720024227
## TIAF1                                        -0.689910901      -0.4503355722
## CCR1                                         -1.028284971      -0.4151903032
## GZMA                                         -1.119227628      -0.6525496684
## ENTPD1                                       -0.926608625      -0.3260054587
## PIK3AP1                                      -0.596307162      -0.3241041431
## IFNGR1                                       -0.534676110      -0.3984004077
## ATF6B                                        -0.520813606      -0.4576661530
## FYB                                          -0.937475605      -0.3177448352
## CD7                                          -0.720489403      -0.3350920353
## ITGB2                                        -1.236635607      -0.5968318057
## GLG1                                         -1.049073175      -0.5015034501
## KLRF1                                        -1.194808703      -0.6986519544
## PDIA6                                        -1.007494599      -0.4346089757
## SPOCK2                                       -1.217884960      -0.4440217463
## TRDC                                         -1.007165913      -0.3822447356
## TRIB2                                        -1.083871560      -0.3262805334
## FCGR3A                                       -1.778804935      -0.5215322013
## LIPA                                         -0.924066294      -0.4053907636
## GAPDH                                        -1.203835061      -0.3554007471
## LAP3                                         -0.727796807      -0.4968618184
## KIT                                          -1.951091181      -0.4012722372
## CST7                                         -0.972527719      -0.6389036824
## CD2                                          -0.928020195      -0.4974959157
## STAT4                                        -0.726265204      -0.4108920567
## CCR5                                         -1.046490862      -0.5696370588
## CCL5                                         -2.559739029      -0.1686784751
## BTG1                                         -1.547067232      -0.3560730581
## LYN                                          -0.842611983      -0.4805160704
## APOBEC3G                                     -1.134670658      -0.6329434515
## CD52                                         -2.040555552      -0.0765195205
## LGALS1                                       -1.375986359      -0.5729409712
## CCR6                                         -1.208736929      -0.6276355382
## LAT                                          -0.828917792      -0.6012762382
## IFITM2                                       -1.131894300      -0.6827752237
## GZMK                                         -1.868969499      -0.7366197075
## CXCR3                                        -0.957876515      -0.6992933008
## BCL2                                         -0.974485335      -0.6689668889
## TNFSF10                                      -1.205040494      -0.4825002040
## CD244                                        -0.877076639      -0.6288444066
## GNAI2                                        -1.033956313      -0.6495682960
## RPN2                                         -0.887697094      -0.6125970986
## GIMAP5                                       -1.313573284      -0.6358238575
## IL32                                         -1.665080171      -0.4578002212
## IKZF1                                        -1.227843144      -0.6690774356
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO        -1.770263542      -0.7035745502
## S100A10                                      -1.072326542      -0.4759429019
## VPS28                                        -0.790298022      -0.6557788930
## ITGAL                                        -1.241644225      -0.6067528525
## NCR3                                         -0.971776858      -0.8727902972
## GIMAP2                                       -0.950232836      -0.8790058663
## CASP5                                        -1.058737459      -0.6184488596
## IL4R                                         -0.885411526      -0.8320050634
## LAT2                                         -1.128223994      -0.7252913956
## IL23R                                        -1.165465180      -0.7147438700
## CASP3                                        -0.980957715      -0.7169478016
## LCK                                          -1.067481519      -0.9126727283
## CD48                                         -0.997720106      -0.7511251914
## KLRK1                                        -0.930755258      -0.7674420419
## IL2RB                                        -1.909052390      -0.7305511069
## CD3E                                         -1.394250124      -0.6884185236
## NKG7                                         -2.059685137      -1.2159731531
## PIK3IP1                                      -2.762929149      -0.8269321508
## FCER1G                                       -1.588671064      -0.7523518780
## RUNX3                                        -1.159243198      -0.8453159125
## CCND2                                        -1.210330739      -0.9571997295
## BIN2                                         -1.077338908      -0.9805766940
## CD335.NCR1.AHS0068.pAbO                      -1.471438215      -0.8247138449
## PTPRC                                        -1.190487287      -0.7774022514
## KLRB1                                        -1.848893216      -0.8336835018
## BAX                                          -1.085582686      -0.9820050784
## CTSW                                         -1.800840646      -0.9043088657
## TXK                                          -1.627445912      -0.7750083411
## DOCK8                                        -1.178481308      -0.8811755954
## CD37                                         -1.810969110      -1.0274842595
## TRBC2                                        -1.194957232      -1.0622890623
## LAMP1                                        -1.267846035      -1.0687549778
## ARL4C                                        -1.432157348      -0.9974883692
## PRF1                                         -1.719748874      -0.9958390562
## CXCR4                                        -4.013153622      -1.4946551148
## CD63                                         -2.131461433      -1.0075025621
## HLA.A                                        -1.962161769      -1.1285678627
## HLA.C                                        -1.862826074      -1.2867111705
## SELPLG                                       -2.569255727      -1.6367714502
##                                           max.logFC.cohen rank.logFC.cohen
## CSF2                                         2.846188e+00                1
## CCL4                                         4.214568e+00                1
## EGR3                                         1.950249e+00                3
## XCL1                                         1.733083e+00                4
## CCL3                                         2.571968e+00                3
## DUSP2                                        2.235340e+00                3
## IER3                                         1.574961e+00                3
## ICAM1                                        1.366224e+00                8
## TNF                                          1.526587e+00                6
## IFNG                                         1.130435e+00                4
## BCL2A1                                       1.368089e+00               11
## MYC                                          1.444799e+00                7
## CCL1                                         1.174586e+00                2
## CD11b.ICRF44.ITGAM.AHS0184.pAbO              1.424236e+00                9
## GZMB                                         1.183151e+00                9
## IRF8                                         1.295451e+00               12
## NAMPT                                        1.079475e+00               16
## CD4.SK3.CD4.AHS0032.pAbO                     9.303296e-01               19
## BIRC3                                        1.376810e+00                8
## CD18.ITGB2.AHS0091.pAbO                      2.827808e+00                2
## TBX21                                        1.135705e+00               18
## CD2.CD2.AHS0029.pAbO                         1.107885e+00               20
## EGR1                                         9.173799e-01               16
## SEMA7A                                       8.005969e-01               19
## LTA                                          7.246923e-01               24
## CD69.CD69.AHS0010.pAbO                       1.257419e+00               10
## FOSB                                         5.702981e-01               22
## FN1                                          7.659871e-01               13
## CD19.SJ25C1.CD19.AHS0030.pAbO                6.957496e-01               39
## IRF4                                         7.028122e-01               28
## CD70                                         1.038416e+00               17
## FASLG                                        7.875463e-01               31
## ZBED2                                        5.894555e-01               27
## CD26.DPP4.AHS0109.pAbO                       8.447741e-01               21
## CD38.HIT2.CD38.AHS0022.pAbO                  1.635650e+00                8
## IL2RA                                        1.108178e+00               15
## LIF                                          9.276533e-01               11
## CD226.CD226.AHS0079.pAbO                     8.202284e-01                7
## CD69                                         7.842230e-01               20
## TNFRSF8                                      7.314350e-01               12
## Tim3.HAVCR2.AHS0016.pAbO                     8.812891e-01               21
## TNFSF14                                      4.350313e-01               34
## IL13                                         5.269556e-01               31
## LAIR2                                        5.145082e-01               48
## JUNB                                         4.180575e-01               43
## FOSL1                                        5.037966e-01               30
## ITK                                          4.586673e-01               28
## BACH2                                        3.119745e-01               45
## TNFRSF1B                                     5.526778e-01               35
## STAT5A                                       3.226283e-01               45
## CD80                                         2.994507e-01               56
## CD39.ENTPD1.AHS0006.pAbO                     7.404454e-01               26
## CD7.CD7.AHS0043.pAbO                         5.499024e-01               35
## CD152.CTLA4.AHS0017.pAbO                     3.456062e-01               41
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO           4.489575e-01               26
## JUN                                          2.150871e-01               80
## IL12RB2                                      1.171344e+00               16
## YBX3                                         4.564641e-01               60
## IL1RN                                        3.259729e-01               42
## HLA.DRA                                      6.800939e-01               36
## HLA.DRB3                                     6.512729e-01               42
## IL3RA                                        2.891584e-01               61
## DUSP4                                        5.416148e-01               39
## IL3                                          2.869339e-01               39
## KLRC3                                        4.519413e-01               62
## FTH1                                         1.668776e-01               88
## IgM.IGHM.AHS0198.pAbO                        1.326278e-01               62
## PYCR1                                        3.788177e-01               46
## CD25.2A3.IL2RA.AHS0026.pAbO                  4.738785e-01               44
## CLEC2D                                       2.067737e-01               81
## TK1                                          6.641248e-01               14
## CD72                                         1.705862e-01               66
## UBE2C                                        5.419119e-01               20
## CD274                                        1.413026e-01               69
## TIGIT                                        9.251985e-01               25
## TNFRSF9                                      2.643808e-01               63
## CD14.MPHIP9.CD14.AHS0037.pAbO                1.375719e-01               65
## CD9                                          1.838094e-01               68
## HLA.DPB1                                     5.213905e-01               55
## IL15RA                                       9.903722e-02              110
## TYMS                                         7.049038e-01               17
## GATA3                                        5.805286e-02              123
## CTLA4                                        1.752368e-01               85
## CD314.KLRK1.AHS0065.pAbO                     7.863571e-01               24
## CD3D                                         1.119145e-01               73
## LAMP3                                        1.271097e-01               88
## KIAA0101                                     6.947105e-01               18
## AIM2                                         1.141953e-01               92
## CCNB1                                        4.243061e-01               29
## IL1B                                         1.429454e-01               59
## IER5                                         3.367187e-03              164
## POU2AF1                                      1.395036e-01               60
## CD27.L128.CD27.AHS0249.pAbO                  1.053391e-01               96
## CD40LG                                       2.873682e-01               51
## AURKB                                        4.936247e-01               24
## CXCL16                                       4.886753e-02              108
## FOXP1                                        5.732662e-02              117
## TCF7                                         1.102574e-01               77
## IL4                                          1.017932e-01               68
## CD40.CD40.AHS0117.pAbO                       5.781101e-03              119
## B3GAT1                                       1.175460e-01               80
## CXCL8                                        9.887901e-02               71
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO    1.511641e-01               70
## TNFRSF4                                      4.976190e-02              106
## MCM4                                         4.584420e-01               42
## IL1RL1                                       2.949421e-01               72
## IL6                                          1.034559e-01              110
## CD5.UCHT2.CD5.AHS0047.pAbO                   1.621954e-01               74
## SLAMF1                                       9.315195e-02              114
## CD86                                         2.270855e-01               77
## CD200                                        7.631206e-02               76
## LILRB4                                       8.172001e-02               91
## LAG3                                         2.085542e-01               86
## IL6R                                         7.761114e-02               79
## TGFBI                                        1.897106e-02              166
## QPCT                                         1.383714e-01               99
## IL2                                          6.765591e-02               82
## HAVCR2                                       6.764424e-01               41
## CD79A                                        2.808843e-02               96
## MGST1                                        2.047161e-01               76
## SLC25A37                                     7.018424e-02              108
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO          7.081203e-02              106
## CD215.IL15RA.AHS0212.pAbO                    3.635673e-01               39
## ADGRE1                                       9.186954e-02              111
## CD3G                                         7.653956e-02              114
## SLC7A7                                       3.619448e-02              110
## CLEC4D                                       4.417168e-02               87
## IL12A                                        5.711005e-02              123
## CCL22                                        4.368979e-02               88
## IL1R2                                        4.091491e-02               90
## S100A9                                       5.521976e-02              118
## IL5                                          4.632106e-02              124
## BCL6                                         5.111666e-05              178
## VMO1                                         2.194853e-02              152
## CD127.IL7R.AHS0028.pAbO                      3.313690e-01               43
## CCL2                                         3.382366e-02              134
## EPX                                          2.390457e-02              100
## IL22                                         2.390457e-02               97
## LRRC32                                       2.390457e-02               97
## CXCL3                                        2.390457e-02              100
## SPP1                                         2.390457e-02              100
## CLEC4E                                       2.390457e-02              145
## PI3                                          2.390457e-02              145
## CD24                                         2.808999e-02              150
## KCNE3                                        2.390457e-02              100
## CD28                                         4.055076e-02              112
## GZMM                                         4.084182e-02              115
## ALAS2                                        0.000000e+00              126
## APOE                                         0.000000e+00              126
## AQP9                                         0.000000e+00              126
## AZU1                                         0.000000e+00              126
## BLK                                          0.000000e+00              126
## BLNK                                         0.000000e+00              126
## BPI                                          0.000000e+00              126
## C1QA                                         0.000000e+00              126
## C1QB                                         0.000000e+00              126
## CCL13                                        0.000000e+00              126
## CCL17                                        0.000000e+00              126
## CCL19                                        0.000000e+00              126
## CCR9                                         0.000000e+00              126
## CD1B                                         0.000000e+00              126
## CD209                                        0.000000e+00              126
## CD22                                         0.000000e+00              126
## CD34                                         0.000000e+00              126
## CEACAM8                                      0.000000e+00              126
## CHI3L1                                       0.000000e+00              126
## CLC                                          0.000000e+00              126
## CLEC10A                                      0.000000e+00              126
## CPA3                                         0.000000e+00              126
## CXCL11                                       0.000000e+00              126
## CXCL13                                       0.000000e+00              126
## CXCL9                                        0.000000e+00              126
## DEFA3                                        0.000000e+00              126
## DEFA4                                        0.000000e+00              126
## EBF1                                         0.000000e+00              126
## ELANE                                        0.000000e+00              126
## F13A1                                        0.000000e+00              126
## FCER1A                                       0.000000e+00              126
## FCER2                                        0.000000e+00              126
## FCN1                                         0.000000e+00              126
## GHR                                          0.000000e+00              126
## IGHD_membrane                                0.000000e+00              126
## IGHE_secreted                                0.000000e+00              126
## IGHG1_membrane                               0.000000e+00              126
## IGHG2_secreted                               0.000000e+00              126
## IGHG4_secreted                               0.000000e+00              126
## IGLC3                                        0.000000e+00              126
## IL17A                                        0.000000e+00              126
## IL17F                                        0.000000e+00              126
## IL21                                         0.000000e+00              126
## IL25                                         0.000000e+00              126
## IL31                                         0.000000e+00              126
## IL33                                         0.000000e+00              126
## IL9                                          0.000000e+00              126
## MME                                          0.000000e+00              126
## MMP12                                        0.000000e+00              126
## S100A12                                      0.000000e+00              126
## TCL1A                                        0.000000e+00              126
## TLR8                                         0.000000e+00              126
## TNFRSF17                                     0.000000e+00              126
## VPREB3                                       0.000000e+00              126
## AOC3                                         0.000000e+00              126
## CMKLR1                                       6.220197e-02              124
## ARG1                                         0.000000e+00              165
## CD36                                         0.000000e+00              165
## CNTNAP3                                      0.000000e+00              165
## FLT3                                         0.000000e+00              165
## IGHG1_secreted                               0.000000e+00              165
## IGHG3_secreted                               0.000000e+00              165
## RNASE2                                       0.000000e+00              165
## CXCL2                                        0.000000e+00              126
## MS4A1                                        0.000000e+00              126
## TREM1                                        5.202510e-02              119
## CCR4                                         0.000000e+00              167
## IFNA1                                        0.000000e+00              167
## CD5                                          6.262167e-02              124
## CD163                                        0.000000e+00              167
## CD4                                          3.695665e-02              143
## BTLA                                         0.000000e+00              165
## CTSG                                         7.008023e-02              119
## CD40                                         3.807611e-02              142
## MMP9                                         0.000000e+00              167
## F5                                           2.390457e-02               97
## CR2                                          0.000000e+00              126
## CD1C                                         0.000000e+00              167
## CXCL10                                       2.390457e-02              149
## CXCR2                                        3.964331e-02              139
## IGHM_membrane                                4.134760e-02              140
## MITF                                         0.000000e+00              126
## JCHAIN                                       0.000000e+00              126
## CD1A                                         1.057718e-01              106
## IGHM_secreted                                0.000000e+00              167
## THBD                                         0.000000e+00              126
## TLR2                                         3.040820e-02               93
## TPSAB1                                       5.819164e-02              115
## VSIG4                                        2.390457e-02              145
## FAM129C                                      0.000000e+00              126
## CXCL1                                        0.000000e+00              126
## ZAP70                                       -6.108866e-03              245
## CD8.SK1.CD8A.AHS0228.pAbO                    9.069871e-01               26
## PDCD1                                        4.592843e-02              131
## TNFRSF13C                                    2.165303e-03              163
## TNFRSF18                                     8.295170e-02              101
## TOP2A                                        5.121186e-01               22
## PAX5                                         8.586140e-02               99
## CCR10                                        0.000000e+00              126
## LY86                                         2.135396e-02              157
## CD8B                                         8.262274e-02              112
## CD27                                         8.138747e-02              107
## NT5E                                         6.932985e-02               89
## CXCR1                                        4.098898e-02              131
## FOXP3                                        8.978994e-02              114
## CD22.CD22.AHS0195.pAbO                       2.515138e-01               55
## PECAM1                                       4.561087e-01               35
## CSF3                                         2.390457e-02              145
## CMTM2                                       -1.464567e-02              205
## CCR7                                        -1.545984e-02              243
## TGFB3                                        3.006412e-02              145
## TLR7                                         5.092306e-02              105
## MKI67                                        3.964832e-01               32
## CHI3L2                                      -2.968516e-02              232
## CXCR5                                        1.300774e-01               86
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO             6.319990e-01               16
## TLR9                                         3.153922e-02              139
## CD14                                        -1.675934e-02              249
## CD103.ITGAE.AHS0001.pAbO                     7.888794e-02              103
## CD95.FAS.AHS0023.pAbO                        3.691278e-01               50
## IGKC                                         1.568344e-01               90
## CCR3                                        -3.504550e-02              267
## CCL20                                        2.037120e-02              152
## CD3.SK7.CD3E.AHS0033.pAbO                    4.678711e-02               86
## LTB                                         -2.161072e-02              227
## TCF4                                        -1.528215e-02              255
## STAT6                                        7.962976e-03              116
## CX3CR1                                      -4.696493e-02              267
## CD6                                          1.450708e-01               96
## RNASE6                                       7.362494e-02              118
## RGS1                                         6.325384e-01               29
## NRP1                                         6.501447e-02              112
## PMCH                                         1.472544e-01               93
## HLA.DQA1                                     7.155178e-01               27
## SELL                                         1.176881e-01               87
## IL15                                        -5.890801e-02              274
## HLA.DPA1                                     7.326228e-01               34
## FUT4                                        -1.013279e-01              304
## HMMR                                         3.378800e-01               42
## KLRC4                                        5.812754e-02              126
## CD28.CD28.2.CD28.AHS0024.pAbO                1.845190e-02              125
## PTGDR2                                       1.245293e-01               81
## S1PR1                                        3.895265e-02              140
## IGHA1_secreted                              -8.914757e-02              295
## SNCA                                         2.293622e-03              166
## MZB1                                         2.869594e-01               66
## TNFRSF25                                     2.357024e-02              150
## ICOS                                         6.425376e-02              123
## MCM2                                         4.261851e-01               46
## TNFSF13B                                    -2.187961e-02              265
## THBS1                                        1.274415e-02              159
## CD1D.CD1D.AHS0219.pAbO                       2.547227e-01               54
## RORC                                         1.789277e-01               61
## BCL11B                                       3.681464e-01               66
## CD160                                        1.176504e-01              103
## TNFSF13                                     -1.171223e-01              297
## CD34.581.CD34.AHS0061.pAbO                   1.315226e-01               82
## IL9R                                        -4.070487e-02              275
## PTTG2                                        2.481277e-01               73
## PASK                                        -1.075271e-02              238
## KDELR1                                      -5.822469e-02              296
## IKZF2                                       -7.842319e-02              285
## KLRG1                                       -1.245398e-02              246
## CD79B                                        1.292557e-01              102
## VEGFA                                        2.782075e-01               74
## IL7R                                         6.792126e-02              121
## TSPAN32                                      1.601312e-02              109
## EOMES                                        2.606149e-01               79
## ZNF683                                       1.972110e-01               64
## CCR8                                         1.457733e-01               84
## CD94.KLRD1.AHS0085.pAbO                      1.703213e+00                6
## NCAM1                                       -2.693892e-02              269
## CCR7.CCR7.AHS0273.pAbO                       7.505860e-03              118
## FAS                                         -8.063036e-03              254
## ITGAX                                        5.501475e-01               19
## CD38                                         2.958147e-01               71
## RORA                                         4.069017e-02              137
## TNFSF8                                      -3.458960e-02              258
## CX3CR1.CX3CR1.AHS0125.pAbO                  -6.372540e-03              210
## TMEM97                                       3.456875e-01               49
## FBXO22                                      -5.658292e-02              288
## CD45RO.PTPRC.AHS0036.pAbO                    1.335916e-01               96
## GIMAP7                                      -1.681367e-01              332
## FOXO1                                       -3.734378e-02              266
## IgG.IGHG1_2_3_4.AHS0059.pAbO                 5.735596e-01               49
## CD44                                         1.724849e-01               54
## FOXO3                                       -2.127854e-01              330
## KIR2DL1                                      1.079004e+00               21
## LEF1                                         2.488593e-01               80
## OAS1                                        -2.243688e-03              246
## HLA.DMA                                      2.885183e-01               73
## CD45RA.HI100.PTPRC.AHS0009.pAbO              4.250285e-01               28
## TRAT1                                        2.180657e-01               78
## CD8A                                         7.202238e-01               37
## PSEN1                                       -2.141363e-01              334
## HLA.DMB                                      5.858198e-01               47
## GAB2                                        -1.153959e-01              318
## C10orf54                                     1.008734e-01               64
## TARP_refseq                                  1.121246e-01              107
## CD81.CD81.AHS0021.pAbO                       8.054839e-01               22
## IL18                                        -5.977710e-02              298
## FAM65B                                      -1.883484e-01              328
## HLA.DQB1                                     4.590142e-01               59
## CBLB                                        -6.870834e-02              284
## LGALS9                                      -1.253748e-01              320
## CNOT2                                       -1.035194e-01              282
## PRDM1                                        3.023838e-02               94
## CD33                                         1.437527e-01               92
## ZBTB16                                      -1.174781e-01              312
## CCR2                                        -1.567707e-01              330
## IL12RB1                                     -4.550111e-02              285
## CXCR6                                       -1.742369e-01              309
## HMGB2                                        2.626103e-01               53
## ANXA5                                        2.287813e-01               75
## IL18RAP                                     -1.330465e-01              316
## CD279.EH12.1.PDCD1.AHS0014.pAbO              1.970280e-01               84
## TGFB1                                       -1.278592e-01              293
## DUSP1                                       -1.861999e-01              314
## LGALS3                                      -5.542472e-02              286
## CXCL5                                       -1.757205e-01              336
## GZMH                                         6.474037e-01               43
## KLRC1                                        5.339607e-01               53
## PCNA                                         3.193435e-01               48
## CD161.DX12.KLRB1.AHS0002.pAbO                2.431717e-01               72
## ITGAE                                       -4.057998e-03              241
## CD74                                         6.085268e-01               45
## IL18R1                                      -8.402458e-02              298
## CD300A                                       2.409436e-01               83
## GNLY                                         3.219400e-01               68
## STAT1                                        6.423443e-02              113
## CTSD                                        -2.258691e-01              329
## CD247                                        7.173188e-01               38
## VNN2                                        -1.946979e-01              342
## PDIA4                                       -6.938721e-02              301
## ITGA4                                       -1.950390e-01              328
## CD102.ICAM2.AHS0155.pAbO                     9.279365e-02              112
## DPP4                                        -2.175693e-01              335
## CD33.WM53.CD33.AHS0044.pAbO                  4.420147e-01               27
## FYN                                          2.640760e-01               78
## NINJ2                                        1.446589e-01               97
## TRAC                                         2.323574e-01               74
## STAT3                                       -1.047055e-01              283
## IGBP1                                       -2.984572e-01              363
## ADA                                         -5.636473e-02              272
## IFITM3                                       3.675938e-01               37
## ITGAM                                       -5.368392e-02              271
## ADGRG3                                      -2.630943e-01              350
## XBP1                                        -1.042684e-01              308
## TIAF1                                       -2.645749e-01              354
## CCR1                                        -6.095865e-02              275
## GZMA                                         5.540152e-01               25
## ENTPD1                                      -2.013453e-01              334
## PIK3AP1                                     -1.751195e-01              310
## IFNGR1                                      -3.073584e-01              359
## ATF6B                                       -2.336762e-01              361
## FYB                                         -2.267771e-01              348
## CD7                                         -1.933083e-01              327
## ITGB2                                        1.675934e+00                7
## GLG1                                        -2.284418e-01              337
## KLRF1                                        1.074677e+00               22
## PDIA6                                        6.847841e-02              126
## SPOCK2                                      -2.618591e-01              349
## TRDC                                         5.765764e-02              127
## TRIB2                                       -1.912772e-03              245
## FCGR3A                                       1.192663e+00               15
## LIPA                                        -2.240354e-01              354
## GAPDH                                        3.549384e-01               56
## LAP3                                        -1.282373e-01              321
## KIT                                          2.165085e-01               61
## CST7                                         7.322037e-01               35
## CD2                                          4.244996e-01               64
## STAT4                                       -2.662450e-01              356
## CCR5                                        -1.513069e-01              313
## CCL5                                         5.829733e-01               48
## BTG1                                         7.772006e-02               72
## LYN                                         -2.361004e-01              343
## APOBEC3G                                     4.614994e-01               58
## CD52                                         4.586177e-02              126
## LGALS1                                      -5.180823e-02              283
## CCR6                                        -2.223798e-01              353
## LAT                                         -4.025618e-01              388
## IFITM2                                       1.084404e-01               93
## GZMK                                         1.284794e+00               14
## CXCR3                                        4.528887e-01               61
## BCL2                                        -2.543076e-01              356
## TNFSF10                                     -1.118116e-01              315
## CD244                                       -1.980889e-01              330
## GNAI2                                       -1.553490e-01              329
## RPN2                                        -1.401649e-01              325
## GIMAP5                                      -6.755395e-02              283
## IL32                                         1.508741e-01               92
## IKZF1                                       -1.123496e-01              315
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO        1.894826e-01               90
## S100A10                                     -3.828837e-01              382
## VPS28                                       -4.486216e-01              413
## ITGAL                                       -2.220820e-01              339
## NCR3                                         1.156606e-01              105
## GIMAP2                                      -4.518206e-01              414
## CASP5                                       -5.192207e-01              391
## IL4R                                        -3.180833e-01              361
## LAT2                                        -9.819366e-02              303
## IL23R                                       -3.380999e-01              390
## CASP3                                       -4.831581e-01              386
## LCK                                         -1.147195e-01              303
## CD48                                        -4.436032e-01              406
## KLRK1                                       -4.478356e-01              394
## IL2RB                                       -2.954526e-01              359
## CD3E                                        -4.546701e-01              395
## NKG7                                         8.658998e-01               28
## PIK3IP1                                     -5.966416e-01              411
## FCER1G                                      -3.653252e-01              386
## RUNX3                                       -6.184399e-01              409
## CCND2                                       -3.877094e-01              365
## BIN2                                        -6.490346e-01              433
## CD335.NCR1.AHS0068.pAbO                     -3.963910e-01              405
## PTPRC                                       -6.392376e-01              421
## KLRB1                                       -1.607678e-01              303
## BAX                                         -4.584630e-01              415
## CTSW                                        -3.174732e-01              385
## TXK                                         -6.592797e-01              422
## DOCK8                                       -6.771763e-01              443
## CD37                                        -4.457707e-01              383
## TRBC2                                       -6.011136e-01              435
## LAMP1                                       -6.363453e-01              421
## ARL4C                                       -7.029547e-01              449
## PRF1                                        -6.726365e-01              425
## CXCR4                                       -4.762253e-01              383
## CD63                                        -4.436234e-01              411
## HLA.A                                       -9.424210e-01              449
## HLA.C                                       -9.142571e-01              456
## SELPLG                                      -1.161641e+00              466
##                                            mean.AUC     min.AUC median.AUC
## CSF2                                      0.9301064 0.891010712  0.9358433
## CCL4                                      0.8803676 0.624619631  0.9470257
## EGR3                                      0.8434816 0.723745288  0.8513286
## XCL1                                      0.8145820 0.731350294  0.8248790
## CCL3                                      0.8092561 0.582015553  0.8252604
## DUSP2                                     0.7966845 0.539705119  0.8229847
## IER3                                      0.7906423 0.698838523  0.7921320
## ICAM1                                     0.7721715 0.688597384  0.7825478
## TNF                                       0.7607516 0.707963333  0.7487295
## IFNG                                      0.7426716 0.701613554  0.7471938
## BCL2A1                                    0.7417004 0.634757957  0.7611542
## MYC                                       0.7391491 0.649037546  0.7418259
## CCL1                                      0.7252597 0.685276862  0.7351296
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.7193918 0.590182820  0.7511535
## GZMB                                      0.7161609 0.596522840  0.7094467
## IRF8                                      0.6872014 0.514686991  0.6945705
## NAMPT                                     0.6844650 0.605297971  0.6690240
## CD4.SK3.CD4.AHS0032.pAbO                  0.6843791 0.579989494  0.6829853
## BIRC3                                     0.6789634 0.587792735  0.6841893
## CD18.ITGB2.AHS0091.pAbO                   0.6689845 0.513363271  0.6063785
## TBX21                                     0.6687957 0.537793709  0.6478711
## CD2.CD2.AHS0029.pAbO                      0.6586754 0.601354413  0.6330218
## EGR1                                      0.6464816 0.551036976  0.6797697
## SEMA7A                                    0.6399810 0.529461325  0.6528414
## LTA                                       0.6293429 0.546523741  0.6313951
## CD69.CD69.AHS0010.pAbO                    0.6178336 0.477146520  0.5765506
## FOSB                                      0.6132758 0.559745116  0.6236890
## FN1                                       0.6124887 0.548359542  0.6168745
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.6087250 0.558205588  0.6012379
## IRF4                                      0.6076726 0.567693834  0.5797531
## CD70                                      0.6051489 0.435500463  0.5666263
## FASLG                                     0.6046359 0.488011742  0.6090252
## ZBED2                                     0.5999083 0.578485014  0.5945131
## CD26.DPP4.AHS0109.pAbO                    0.5980362 0.442157998  0.6181266
## CD38.HIT2.CD38.AHS0022.pAbO               0.5944666 0.504090165  0.5339819
## IL2RA                                     0.5918971 0.429279534  0.5893277
## LIF                                       0.5911731 0.400383700  0.6036614
## CD226.CD226.AHS0079.pAbO                  0.5879434 0.395694750  0.6379232
## CD69                                      0.5830863 0.479871459  0.6047579
## TNFRSF8                                   0.5818001 0.420860501  0.6011770
## Tim3.HAVCR2.AHS0016.pAbO                  0.5814866 0.433263310  0.5461580
## TNFSF14                                   0.5798627 0.526799773  0.5823612
## IL13                                      0.5792858 0.566837302  0.5722024
## LAIR2                                     0.5765720 0.511523188  0.5765629
## JUNB                                      0.5744263 0.538969170  0.5666099
## FOSL1                                     0.5735336 0.550872100  0.5747000
## ITK                                       0.5708828 0.521552808  0.5525595
## BACH2                                     0.5617549 0.544227154  0.5554952
## TNFRSF1B                                  0.5589771 0.406045628  0.5573782
## STAT5A                                    0.5575969 0.532572650  0.5493498
## CD80                                      0.5554116 0.539040787  0.5484206
## CD39.ENTPD1.AHS0006.pAbO                  0.5523656 0.260261294  0.6037774
## CD7.CD7.AHS0043.pAbO                      0.5474721 0.428004774  0.4920488
## CD152.CTLA4.AHS0017.pAbO                  0.5457417 0.341550061  0.5903795
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.5444898 0.356018948  0.5761291
## JUN                                       0.5439906 0.501184982  0.5480891
## IL12RB2                                   0.5437620 0.348657431  0.4962882
## YBX3                                      0.5396802 0.474419643  0.5345365
## IL1RN                                     0.5394823 0.511901947  0.5415816
## HLA.DRA                                   0.5362032 0.364095117  0.5761222
## HLA.DRB3                                  0.5345180 0.414473313  0.5585153
## IL3RA                                     0.5335935 0.506310949  0.5268841
## DUSP4                                     0.5327483 0.335304563  0.5419081
## IL3                                       0.5303492 0.518200855  0.5330180
## KLRC3                                     0.5288892 0.485236106  0.5070452
## FTH1                                      0.5281312 0.491425112  0.5267202
## IgM.IGHM.AHS0198.pAbO                     0.5261271 0.484938339  0.5355438
## PYCR1                                     0.5239382 0.408978848  0.5327849
## CD25.2A3.IL2RA.AHS0026.pAbO               0.5237429 0.380239927  0.5360046
## CLEC2D                                    0.5227002 0.493572582  0.5195793
## TK1                                       0.5206136 0.158605594  0.6305028
## CD72                                      0.5178605 0.501562365  0.5224672
## UBE2C                                     0.5173242 0.195350619  0.6022400
## CD274                                     0.5160305 0.502796093  0.5191194
## TIGIT                                     0.5147014 0.298660006  0.4950758
## TNFRSF9                                   0.5145458 0.506918014  0.5162054
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.5136184 0.471815629  0.5293189
## CD9                                       0.5135370 0.446145910  0.5198537
## HLA.DPB1                                  0.5128421 0.369073142  0.5301550
## IL15RA                                    0.5098861 0.446614164  0.5076974
## TYMS                                      0.5095534 0.119619465  0.6188779
## GATA3                                     0.5087438 0.502244465  0.5110081
## CTLA4                                     0.5085089 0.501974045  0.5094924
## CD314.KLRK1.AHS0065.pAbO                  0.5081827 0.392480791  0.4809206
## CD3D                                      0.5081371 0.498450407  0.5092546
## LAMP3                                     0.5079939 0.501326997  0.5118037
## KIAA0101                                  0.5079373 0.114735767  0.6272325
## AIM2                                      0.5070833 0.501116300  0.5078461
## CCNB1                                     0.5070761 0.249136894  0.5742099
## IL1B                                      0.5064154 0.504500611  0.5065626
## IER5                                      0.5056853 0.497495783  0.5077387
## POU2AF1                                   0.5053443 0.504676891  0.5056265
## CD27.L128.CD27.AHS0249.pAbO               0.5052408 0.481680403  0.4996032
## CD40LG                                    0.5052179 0.395252442  0.5256792
## AURKB                                     0.5041499 0.175857868  0.5948189
## CXCL16                                    0.5036087 0.497153351  0.5038358
## FOXP1                                     0.5034574 0.479154092  0.5054373
## TCF7                                      0.5031959 0.498379121  0.5034890
## IL4                                       0.5031604 0.502194253  0.5033041
## CD40.CD40.AHS0117.pAbO                    0.5029599 0.500856385  0.5023177
## B3GAT1                                    0.5028786 0.500587020  0.5027144
## CXCL8                                     0.5028383 0.501068987  0.5025601
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5026658 0.414476801  0.5217793
## TNFRSF4                                   0.5026583 0.496160562  0.5027006
## MCM4                                      0.5024467 0.278501252  0.5621562
## IL1RL1                                    0.5023855 0.473510978  0.5058041
## IL6                                       0.5023169 0.494181790  0.5031283
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5021470 0.463692204  0.4869893
## SLAMF1                                    0.5020203 0.499636447  0.5013652
## CD86                                      0.5018328 0.419563492  0.5082886
## CD200                                     0.5018110 0.501626647  0.5018571
## LILRB4                                    0.5016687 0.499244560  0.5019338
## LAG3                                      0.5016202 0.481041817  0.4991162
## IL6R                                      0.5014595 0.500643468  0.5016270
## TGFBI                                     0.5014048 0.499772338  0.5012521
## QPCT                                      0.5013710 0.467925430  0.5060707
## IL2                                       0.5013177 0.501067054  0.5012474
## HAVCR2                                    0.5010471 0.343370893  0.4906077
## CD79A                                     0.5010234 0.500239881  0.5009726
## MGST1                                     0.5009335 0.449821734  0.5181891
## SLC25A37                                  0.5008457 0.488908672  0.5037524
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5008234 0.473067766  0.4991768
## CD215.IL15RA.AHS0212.pAbO                 0.5007915 0.380909035  0.4837222
## ADGRE1                                    0.5007364 0.498732722  0.5012873
## CD3G                                      0.5007290 0.499989177  0.5006474
## SLC7A7                                    0.5006733 0.500208579  0.5006208
## CLEC4D                                    0.5005398 0.500413420  0.5005714
## IL12A                                     0.5005397 0.500134926  0.5005409
## CCL22                                     0.5005050 0.500397364  0.5005714
## IL1R2                                     0.5004286 0.500428571  0.5004286
## S100A9                                    0.5003917 0.499788156  0.5003343
## IL5                                       0.5003579 0.499764628  0.5005714
## BCL6                                      0.5002783 0.499265584  0.4996148
## VMO1                                      0.5002697 0.499856532  0.5000804
## CD127.IL7R.AHS0028.pAbO                   0.5002318 0.396351038  0.4872268
## CCL2                                      0.5002095 0.499851904  0.5002707
## EPX                                       0.5001429 0.500142857  0.5001429
## IL22                                      0.5001429 0.500142857  0.5001429
## LRRC32                                    0.5001429 0.500142857  0.5001429
## CXCL3                                     0.5001255 0.500055850  0.5001429
## SPP1                                      0.5001255 0.500055850  0.5001429
## CLEC4E                                    0.5000967 0.499912164  0.5001429
## PI3                                       0.5000793 0.499912164  0.5001429
## CD24                                      0.5000777 0.499148962  0.5000154
## KCNE3                                     0.5000707 0.499782264  0.5001429
## CD28                                      0.5000627 0.499638754  0.5001979
## GZMM                                      0.5000154 0.499470645  0.5000680
## ALAS2                                     0.5000000 0.500000000  0.5000000
## APOE                                      0.5000000 0.500000000  0.5000000
## AQP9                                      0.5000000 0.500000000  0.5000000
## AZU1                                      0.5000000 0.500000000  0.5000000
## BLK                                       0.5000000 0.500000000  0.5000000
## BLNK                                      0.5000000 0.500000000  0.5000000
## BPI                                       0.5000000 0.500000000  0.5000000
## C1QA                                      0.5000000 0.500000000  0.5000000
## C1QB                                      0.5000000 0.500000000  0.5000000
## CCL13                                     0.5000000 0.500000000  0.5000000
## CCL17                                     0.5000000 0.500000000  0.5000000
## CCL19                                     0.5000000 0.500000000  0.5000000
## CCR9                                      0.5000000 0.500000000  0.5000000
## CD1B                                      0.5000000 0.500000000  0.5000000
## CD209                                     0.5000000 0.500000000  0.5000000
## CD22                                      0.5000000 0.500000000  0.5000000
## CD34                                      0.5000000 0.500000000  0.5000000
## CEACAM8                                   0.5000000 0.500000000  0.5000000
## CHI3L1                                    0.5000000 0.500000000  0.5000000
## CLC                                       0.5000000 0.500000000  0.5000000
## CLEC10A                                   0.5000000 0.500000000  0.5000000
## CPA3                                      0.5000000 0.500000000  0.5000000
## CXCL11                                    0.5000000 0.500000000  0.5000000
## CXCL13                                    0.5000000 0.500000000  0.5000000
## CXCL9                                     0.5000000 0.500000000  0.5000000
## DEFA3                                     0.5000000 0.500000000  0.5000000
## DEFA4                                     0.5000000 0.500000000  0.5000000
## EBF1                                      0.5000000 0.500000000  0.5000000
## ELANE                                     0.5000000 0.500000000  0.5000000
## F13A1                                     0.5000000 0.500000000  0.5000000
## FCER1A                                    0.5000000 0.500000000  0.5000000
## FCER2                                     0.5000000 0.500000000  0.5000000
## FCN1                                      0.5000000 0.500000000  0.5000000
## GHR                                       0.5000000 0.500000000  0.5000000
## IGHD_membrane                             0.5000000 0.500000000  0.5000000
## IGHE_secreted                             0.5000000 0.500000000  0.5000000
## IGHG1_membrane                            0.5000000 0.500000000  0.5000000
## IGHG2_secreted                            0.5000000 0.500000000  0.5000000
## IGHG4_secreted                            0.5000000 0.500000000  0.5000000
## IGLC3                                     0.5000000 0.500000000  0.5000000
## IL17A                                     0.5000000 0.500000000  0.5000000
## IL17F                                     0.5000000 0.500000000  0.5000000
## IL21                                      0.5000000 0.500000000  0.5000000
## IL25                                      0.5000000 0.500000000  0.5000000
## IL31                                      0.5000000 0.500000000  0.5000000
## IL33                                      0.5000000 0.500000000  0.5000000
## IL9                                       0.5000000 0.500000000  0.5000000
## MME                                       0.5000000 0.500000000  0.5000000
## MMP12                                     0.5000000 0.500000000  0.5000000
## S100A12                                   0.5000000 0.500000000  0.5000000
## TCL1A                                     0.5000000 0.500000000  0.5000000
## TLR8                                      0.5000000 0.500000000  0.5000000
## TNFRSF17                                  0.5000000 0.500000000  0.5000000
## VPREB3                                    0.5000000 0.500000000  0.5000000
## AOC3                                      0.4999826 0.499912968  0.5000000
## CMKLR1                                    0.4999785 0.497790293  0.5004226
## ARG1                                      0.4999769 0.499884686  0.5000000
## CD36                                      0.4999769 0.499884686  0.5000000
## CNTNAP3                                   0.4999769 0.499884686  0.5000000
## FLT3                                      0.4999769 0.499884686  0.5000000
## IGHG1_secreted                            0.4999769 0.499884686  0.5000000
## IGHG3_secreted                            0.4999769 0.499884686  0.5000000
## RNASE2                                    0.4999769 0.499884686  0.5000000
## CXCL2                                     0.4999684 0.499842172  0.5000000
## MS4A1                                     0.4999652 0.499825936  0.5000000
## TREM1                                     0.4999625 0.498575702  0.5000174
## CCR4                                      0.4999595 0.499884686  0.5000000
## IFNA1                                     0.4999595 0.499884686  0.5000000
## CD5                                       0.4999503 0.498311914  0.4999544
## CD163                                     0.4999421 0.499825936  0.5000000
## CD4                                       0.4999330 0.499390584  0.4997971
## BTLA                                      0.4999308 0.499654059  0.5000000
## CTSG                                      0.4999265 0.497014464  0.5009243
## CD40                                      0.4999244 0.499165224  0.4999933
## MMP9                                      0.4999134 0.499654059  0.5000000
## F5                                        0.4999117 0.499074176  0.5001429
## CR2                                       0.4999021 0.499684343  0.5000000
## CD1C                                      0.4998786 0.499654059  0.5000000
## CXCL10                                    0.4998634 0.499421671  0.5000275
## CXCR2                                     0.4998053 0.499323007  0.4997365
## IGHM_membrane                             0.4998048 0.499274776  0.4997070
## MITF                                      0.4997863 0.498931624  0.5000000
## JCHAIN                                    0.4997548 0.498931624  0.5000000
## CD1A                                      0.4997475 0.494533284  0.5019137
## IGHM_secreted                             0.4997406 0.499308118  0.4998422
## THBD                                      0.4997341 0.498931624  0.5000000
## TLR2                                      0.4996792 0.497504579  0.5000171
## TPSAB1                                    0.4996356 0.495651099  0.5006513
## VSIG4                                     0.4996346 0.498006105  0.4999687
## FAM129C                                   0.4996163 0.498931624  0.4996843
## CXCL1                                     0.4995726 0.497863248  0.5000000
## ZAP70                                     0.4995715 0.486663185  0.4982393
## CD8.SK1.CD8A.AHS0228.pAbO                 0.4994933 0.313783613  0.4833423
## PDCD1                                     0.4994848 0.497326192  0.4996238
## TNFRSF13C                                 0.4994601 0.498147741  0.4999250
## TNFRSF18                                  0.4994183 0.465069902  0.5042629
## TOP2A                                     0.4993343 0.142046883  0.5927680
## PAX5                                      0.4993285 0.492064205  0.4997530
## CCR10                                     0.4993169 0.497863248  0.4998259
## LY86                                      0.4992957 0.497791328  0.4988090
## CD8B                                      0.4992329 0.496947466  0.4987356
## CD27                                      0.4990981 0.495064665  0.5004055
## NT5E                                      0.4989720 0.490734432  0.5008520
## CXCR1                                     0.4988695 0.496967580  0.4985330
## FOXP3                                     0.4987799 0.479726954  0.4987986
## CD22.CD22.AHS0195.pAbO                    0.4987605 0.408688034  0.5012761
## PECAM1                                    0.4986698 0.312162393  0.4993562
## CSF3                                      0.4985706 0.493730769  0.4999122
## CMTM2                                     0.4985666 0.493795482  0.5000045
## CCR7                                      0.4985445 0.495219327  0.4994040
## TGFB3                                     0.4984279 0.496000767  0.4981967
## TLR7                                      0.4984222 0.490018926  0.5004531
## MKI67                                     0.4982868 0.261183118  0.5626271
## CHI3L2                                    0.4980477 0.494757404  0.4988849
## CXCR5                                     0.4979942 0.477256716  0.5015629
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.4979607 0.299573144  0.4504859
## TLR9                                      0.4979115 0.492594017  0.4991842
## CD14                                      0.4976724 0.494379659  0.4993674
## CD103.ITGAE.AHS0001.pAbO                  0.4968653 0.472252137  0.4979139
## CD95.FAS.AHS0023.pAbO                     0.4967530 0.337816239  0.5210948
## IGKC                                      0.4965310 0.454586691  0.5051480
## CCR3                                      0.4964932 0.492529040  0.4969753
## CCL20                                     0.4961583 0.482530830  0.4992921
## CD3.SK7.CD3E.AHS0033.pAbO                 0.4961459 0.483653236  0.4936061
## LTB                                       0.4959441 0.486265263  0.4986107
## TCF4                                      0.4959403 0.476505495  0.5009302
## STAT6                                     0.4959325 0.479281313  0.4979720
## CX3CR1                                    0.4957571 0.492254419  0.4962517
## CD6                                       0.4957060 0.481697736  0.5000912
## RNASE6                                    0.4956492 0.484661933  0.4957237
## RGS1                                      0.4956412 0.348094654  0.5087931
## NRP1                                      0.4954996 0.471557692  0.4945181
## PMCH                                      0.4943933 0.459975885  0.4963923
## HLA.DQA1                                  0.4943716 0.262645896  0.4226876
## SELL                                      0.4937811 0.472937088  0.4831383
## IL15                                      0.4937762 0.482084421  0.4932339
## HLA.DPA1                                  0.4931849 0.342570473  0.4988457
## FUT4                                      0.4926767 0.477657683  0.4962160
## HMMR                                      0.4926767 0.235920631  0.5582239
## KLRC4                                     0.4921554 0.479037744  0.4848262
## CD28.CD28.2.CD28.AHS0024.pAbO             0.4921100 0.463709707  0.4989591
## PTGDR2                                    0.4918497 0.438373321  0.5048181
## S1PR1                                     0.4918228 0.468225191  0.4897250
## IGHA1_secreted                            0.4910554 0.484121979  0.4921332
## SNCA                                      0.4907558 0.477985958  0.4864731
## MZB1                                      0.4898343 0.384660773  0.5014441
## TNFRSF25                                  0.4898090 0.451546398  0.4991357
## ICOS                                      0.4896449 0.423122670  0.4905150
## MCM2                                      0.4894432 0.280695275  0.5381143
## TNFSF13B                                  0.4894205 0.466077228  0.4854360
## THBS1                                     0.4893134 0.470999677  0.4944125
## CD1D.CD1D.AHS0219.pAbO                    0.4886834 0.414901709  0.4801837
## RORC                                      0.4886133 0.399047314  0.5086368
## BCL11B                                    0.4882629 0.462445934  0.4790007
## CD160                                     0.4880258 0.462778589  0.4915577
## TNFSF13                                   0.4879431 0.476403131  0.4919535
## CD34.581.CD34.AHS0061.pAbO                0.4875644 0.410460317  0.4883548
## IL9R                                      0.4866080 0.454239927  0.4923720
## PTTG2                                     0.4854383 0.293043028  0.5250733
## PASK                                      0.4848869 0.392680054  0.5018241
## KDELR1                                    0.4847868 0.447628723  0.4829592
## IKZF2                                     0.4841996 0.451211233  0.4907655
## KLRG1                                     0.4837919 0.465619734  0.4832790
## CD79B                                     0.4826279 0.450894751  0.4847746
## VEGFA                                     0.4823804 0.376316062  0.4878852
## IL7R                                      0.4820214 0.461247253  0.4836558
## TSPAN32                                   0.4814405 0.456266789  0.4833714
## EOMES                                     0.4805563 0.451631919  0.4745051
## ZNF683                                    0.4798883 0.386385531  0.4945947
## CCR8                                      0.4798121 0.401474664  0.4930994
## CD94.KLRD1.AHS0085.pAbO                   0.4794222 0.296564033  0.3832695
## NCAM1                                     0.4789283 0.427278702  0.4758811
## CCR7.CCR7.AHS0273.pAbO                    0.4786447 0.425568376  0.4881384
## FAS                                       0.4773776 0.412868378  0.5085378
## ITGAX                                     0.4764539 0.162010071  0.5106158
## CD38                                      0.4764535 0.398297608  0.5069041
## RORA                                      0.4756628 0.443229978  0.4659631
## TNFSF8                                    0.4749628 0.422080898  0.4832106
## CX3CR1.CX3CR1.AHS0125.pAbO                0.4748910 0.432040904  0.4745345
## TMEM97                                    0.4740019 0.318059219  0.5070004
## FBXO22                                    0.4732854 0.409429560  0.4659665
## CD45RO.PTPRC.AHS0036.pAbO                 0.4729886 0.394847152  0.4596554
## GIMAP7                                    0.4723222 0.460212508  0.4668223
## FOXO1                                     0.4723106 0.426648539  0.4827475
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.4719024 0.233233856  0.4902209
## CD44                                      0.4712067 0.375388889  0.4944223
## FOXO3                                     0.4711714 0.463526694  0.4715205
## KIR2DL1                                   0.4706171 0.307208514  0.4352119
## LEF1                                      0.4705313 0.330451797  0.4556457
## OAS1                                      0.4687173 0.398584160  0.4692425
## HLA.DMA                                   0.4684541 0.383286703  0.4710344
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.4678088 0.352358846  0.4344090
## TRAT1                                     0.4675092 0.396144299  0.4762019
## CD8A                                      0.4674565 0.285074375  0.4372847
## PSEN1                                     0.4660398 0.453176129  0.4650778
## HLA.DMB                                   0.4657070 0.391792370  0.4283825
## GAB2                                      0.4653562 0.433173432  0.4633019
## C10orf54                                  0.4653321 0.392881189  0.4592756
## TARP_refseq                               0.4625873 0.396835859  0.4521217
## CD81.CD81.AHS0021.pAbO                    0.4582417 0.348415140  0.4000047
## IL18                                      0.4579502 0.405877857  0.4585483
## FAM65B                                    0.4567866 0.438597265  0.4513901
## HLA.DQB1                                  0.4552121 0.305979504  0.3862110
## CBLB                                      0.4523833 0.408357549  0.4426133
## LGALS9                                    0.4520423 0.373580157  0.4664384
## CNOT2                                     0.4512537 0.424595425  0.4552692
## PRDM1                                     0.4512022 0.348287653  0.4906364
## CD33                                      0.4497782 0.267224664  0.4672125
## ZBTB16                                    0.4458181 0.383941086  0.4593424
## CCR2                                      0.4449715 0.406634713  0.4474465
## IL12RB1                                   0.4439274 0.369542430  0.4413554
## CXCR6                                     0.4394014 0.383699720  0.4362832
## HMGB2                                     0.4380692 0.097799124  0.5012360
## ANXA5                                     0.4367941 0.288814444  0.5096875
## IL18RAP                                   0.4364336 0.378646720  0.4372735
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.4349065 0.357117932  0.4373107
## TGFB1                                     0.4338879 0.387442325  0.4326361
## DUSP1                                     0.4336201 0.373787202  0.4632289
## LGALS3                                    0.4319014 0.193314103  0.4924276
## CXCL5                                     0.4286979 0.395227717  0.4076567
## GZMH                                      0.4275472 0.301138167  0.3872618
## KLRC1                                     0.4273860 0.316839022  0.4157752
## PCNA                                      0.4266701 0.171750264  0.4526569
## CD161.DX12.KLRB1.AHS0002.pAbO             0.4262542 0.265457265  0.4085718
## ITGAE                                     0.4252927 0.272413844  0.4305615
## CD74                                      0.4249600 0.289351633  0.3585593
## IL18R1                                    0.4249100 0.337663857  0.4419962
## CD300A                                    0.4211355 0.175137014  0.4767052
## GNLY                                      0.4200886 0.272991794  0.3815369
## STAT1                                     0.4197908 0.302036325  0.3899078
## CTSD                                      0.4171658 0.363439413  0.4252047
## CD247                                     0.4158587 0.263257395  0.3587873
## VNN2                                      0.4156402 0.337196295  0.4356911
## PDIA4                                     0.4147888 0.324710464  0.3891987
## ITGA4                                     0.4144684 0.364526154  0.3951412
## CD102.ICAM2.AHS0155.pAbO                  0.4141716 0.263986569  0.4306901
## DPP4                                      0.4141090 0.299672180  0.4461690
## CD33.WM53.CD33.AHS0044.pAbO               0.4132418 0.230369963  0.4070021
## FYN                                       0.4127916 0.306301587  0.3911154
## NINJ2                                     0.4116368 0.314342981  0.3969419
## TRAC                                      0.4096820 0.306184371  0.4118748
## STAT3                                     0.4089620 0.346675824  0.4200965
## IGBP1                                     0.4084676 0.385948718  0.4147640
## ADA                                       0.4071299 0.309979784  0.4358434
## IFITM3                                    0.4069427 0.200629815  0.3711705
## ITGAM                                     0.4067655 0.329239587  0.3980694
## ADGRG3                                    0.4060308 0.334182495  0.4143394
## XBP1                                      0.4059496 0.310912943  0.4437833
## TIAF1                                     0.4039829 0.333913004  0.4158979
## CCR1                                      0.4027088 0.259899242  0.4310027
## GZMA                                      0.4016079 0.195086691  0.3208470
## ENTPD1                                    0.4015601 0.269261600  0.4383576
## PIK3AP1                                   0.4007531 0.327826344  0.4015193
## IFNGR1                                    0.3989828 0.371222268  0.3964444
## ATF6B                                     0.3979286 0.358592943  0.3843367
## FYB                                       0.3958377 0.273298918  0.4246521
## CD7                                       0.3955698 0.308066766  0.4085297
## ITGB2                                     0.3889054 0.176966405  0.3106233
## GLG1                                      0.3816951 0.248633700  0.4056659
## KLRF1                                     0.3780955 0.202452246  0.3122472
## PDIA6                                     0.3767541 0.227710991  0.3610623
## SPOCK2                                    0.3752191 0.247130186  0.4253641
## TRDC                                      0.3746180 0.229187500  0.3812949
## TRIB2                                     0.3730107 0.237469780  0.4163341
## FCGR3A                                    0.3728032 0.104829726  0.3546230
## LIPA                                      0.3718437 0.259819597  0.3909572
## GAPDH                                     0.3709340 0.196765419  0.3954613
## LAP3                                      0.3700934 0.295075646  0.3502347
## KIT                                       0.3675874 0.098512210  0.4186266
## CST7                                      0.3668508 0.229880321  0.3128700
## CD2                                       0.3664188 0.228306403  0.3312886
## STAT4                                     0.3647182 0.287831807  0.3674876
## CCR5                                      0.3635817 0.247263658  0.3552593
## CCL5                                      0.3622422 0.035829591  0.4460400
## BTG1                                      0.3609699 0.132712256  0.3985296
## LYN                                       0.3572883 0.262009325  0.3588248
## APOBEC3G                                  0.3571829 0.201911113  0.3217054
## CD52                                      0.3545072 0.069350122  0.4741804
## LGALS1                                    0.3534691 0.162233211  0.3447454
## CCR6                                      0.3526252 0.233282183  0.3779495
## LAT                                       0.3523021 0.306344246  0.3430048
## IFITM2                                    0.3511784 0.203471917  0.3067955
## GZMK                                      0.3483812 0.096585227  0.2990022
## CXCR3                                     0.3478569 0.238575905  0.3018841
## BCL2                                      0.3468605 0.247661867  0.3303971
## TNFSF10                                   0.3406499 0.192074786  0.3596956
## CD244                                     0.3375816 0.270833198  0.3271406
## GNAI2                                     0.3358976 0.220523199  0.3091011
## RPN2                                      0.3356967 0.250615742  0.3114044
## GIMAP5                                    0.3315472 0.209642496  0.3439079
## IL32                                      0.3258620 0.075775031  0.3374384
## IKZF1                                     0.3236401 0.193811355  0.3161606
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.3201866 0.138154221  0.3303769
## S100A10                                   0.3195808 0.215752636  0.3531112
## VPS28                                     0.3168123 0.280866606  0.3129195
## ITGAL                                     0.3164532 0.184257541  0.3246224
## NCR3                                      0.3155359 0.226443227  0.2596825
## GIMAP2                                    0.3143124 0.277676787  0.3007058
## CASP5                                     0.3126180 0.224524396  0.3262339
## IL4R                                      0.3107825 0.243122204  0.2846505
## LAT2                                      0.3091603 0.207721805  0.2998061
## IL23R                                     0.3037320 0.203467413  0.3041512
## CASP3                                     0.3035442 0.238884324  0.2893095
## LCK                                       0.2998388 0.207863276  0.2457445
## CD48                                      0.2977245 0.232887057  0.2825347
## KLRK1                                     0.2863678 0.235873557  0.2825537
## IL2RB                                     0.2752476 0.086310332  0.2976108
## CD3E                                      0.2703066 0.155075121  0.2984245
## NKG7                                      0.2689151 0.061726596  0.1927756
## PIK3IP1                                   0.2682318 0.051449585  0.3216518
## FCER1G                                    0.2661984 0.121949049  0.2765059
## RUNX3                                     0.2631053 0.190143579  0.2662519
## CCND2                                     0.2620808 0.192704823  0.2421451
## BIN2                                      0.2593046 0.212301542  0.2361392
## CD335.NCR1.AHS0068.pAbO                   0.2581657 0.151120279  0.2846349
## PTPRC                                     0.2564284 0.182561147  0.2757420
## KLRB1                                     0.2541534 0.100651709  0.2727934
## BAX                                       0.2536359 0.216292501  0.2266276
## CTSW                                      0.2467169 0.096613478  0.2575218
## TXK                                       0.2454296 0.131648810  0.2877949
## DOCK8                                     0.2447905 0.183832251  0.2487848
## CD37                                      0.2431841 0.099871077  0.2261967
## TRBC2                                     0.2386692 0.183752525  0.2152564
## LAMP1                                     0.2381673 0.168394977  0.2193205
## ARL4C                                     0.2306832 0.158149576  0.2400975
## PRF1                                      0.2306345 0.103109661  0.2173617
## CXCR4                                     0.2066599 0.008428797  0.1596250
## CD63                                      0.2050034 0.063054945  0.2261492
## HLA.A                                     0.1943675 0.080838654  0.2122736
## HLA.C                                     0.1834312 0.091009650  0.1815160
## SELPLG                                    0.1347383 0.039987554  0.1250150
##                                             max.AUC rank.AUC
## CSF2                                      0.9643477        1
## CCL4                                      0.9827366        1
## EGR3                                      0.9036572        3
## XCL1                                      0.8732799        4
## CCL3                                      0.9437869        3
## DUSP2                                     0.9233703        4
## IER3                                      0.8549115        2
## ICAM1                                     0.8274007        7
## TNF                                       0.8574453        5
## IFNG                                      0.7618218        9
## BCL2A1                                    0.8123516       12
## MYC                                       0.8345675        7
## CCL1                                      0.7435324        3
## CD11b.ICRF44.ITGAM.AHS0184.pAbO           0.8590971        9
## GZMB                                      0.8128214        6
## IRF8                                      0.8227262       11
## NAMPT                                     0.7617009       16
## CD4.SK3.CD4.AHS0032.pAbO                  0.7679312       14
## BIRC3                                     0.8261625        9
## CD18.ITGB2.AHS0091.pAbO                   0.9462167        2
## TBX21                                     0.7849988       17
## CD2.CD2.AHS0029.pAbO                      0.7902650       16
## EGR1                                      0.7317156       17
## SEMA7A                                    0.6961190       21
## LTA                                       0.6916929       28
## CD69.CD69.AHS0010.pAbO                    0.8185400       10
## FOSB                                      0.6347688       26
## FN1                                       0.6826257       14
## CD19.SJ25C1.CD19.AHS0030.pAbO             0.6975714       33
## IRF4                                      0.6630770       30
## CD70                                      0.7591316       17
## FASLG                                     0.7064802       30
## ZBED2                                     0.6192472       36
## CD26.DPP4.AHS0109.pAbO                    0.7379018       20
## CD38.HIT2.CD38.AHS0022.pAbO               0.8672424        8
## IL2RA                                     0.7784156       12
## LIF                                       0.7353640       12
## CD226.CD226.AHS0079.pAbO                  0.7148317        7
## CD69                                      0.6887152       24
## TNFRSF8                                   0.6539393       16
## Tim3.HAVCR2.AHS0016.pAbO                  0.7329113       19
## TNFSF14                                   0.6133230       35
## IL13                                      0.5955872       40
## LAIR2                                     0.6242888       44
## JUNB                                      0.6021470       42
## FOSL1                                     0.5936129       41
## ITK                                       0.6270453       27
## BACH2                                     0.5789930       49
## TNFRSF1B                                  0.6493776       36
## STAT5A                                    0.5892590       48
## CD80                                      0.5888727       51
## CD39.ENTPD1.AHS0006.pAbO                  0.6982393       24
## CD7.CD7.AHS0043.pAbO                      0.7038505       20
## CD152.CTLA4.AHS0017.pAbO                  0.6139790       35
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO        0.6224320       27
## JUN                                       0.5749436       63
## IL12RB2                                   0.7823022       18
## YBX3                                      0.6142067       64
## IL1RN                                     0.5527059       55
## HLA.DRA                                   0.6910495       33
## HLA.DRB3                                  0.6650833       45
## IL3RA                                     0.5573837       61
## DUSP4                                     0.6581447       35
## IL3                                       0.5346811       59
## KLRC3                                     0.6313129       56
## FTH1                                      0.5583810       82
## IgM.IGHM.AHS0198.pAbO                     0.5464101       58
## PYCR1                                     0.5865868       52
## CD25.2A3.IL2RA.AHS0026.pAbO               0.6339347       40
## CLEC2D                                    0.5486284       78
## TK1                                       0.6585589       18
## CD72                                      0.5257045       68
## UBE2C                                     0.6100306       29
## CD274                                     0.5233997       69
## TIGIT                                     0.7375937       25
## TNFRSF9                                   0.5191429       73
## CD14.MPHIP9.CD14.AHS0037.pAbO             0.5426509       60
## CD9                                       0.5482453       66
## HLA.DPB1                                  0.6612607       48
## IL15RA                                    0.5661884       80
## TYMS                                      0.6725347       19
## GATA3                                     0.5155718       97
## CTLA4                                     0.5137265       84
## CD314.KLRK1.AHS0065.pAbO                  0.7113336       23
## CD3D                                      0.5157732       72
## LAMP3                                     0.5121359      105
## KIAA0101                                  0.6706034       24
## AIM2                                      0.5132126       87
## CCNB1                                     0.5995330       37
## IL1B                                      0.5077143       83
## IER5                                      0.5089735      123
## POU2AF1                                   0.5057143       88
## CD27.L128.CD27.AHS0249.pAbO               0.5333590       85
## CD40LG                                    0.5445558       62
## AURKB                                     0.6013539       34
## CXCL16                                    0.5104674       90
## FOXP1                                     0.5307954       86
## TCF7                                      0.5062712       89
## IL4                                       0.5040000       94
## CD40.CD40.AHS0117.pAbO                    0.5054770      109
## B3GAT1                                    0.5056438       92
## CXCL8                                     0.5041118       95
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO 0.5582295       64
## TNFRSF4                                   0.5072597       93
## MCM4                                      0.6350857       35
## IL1RL1                                    0.5322940       94
## IL6                                       0.5087661      118
## CD5.UCHT2.CD5.AHS0047.pAbO                0.5469659       71
## SLAMF1                                    0.5045220      111
## CD86                                      0.5386178       79
## CD200                                     0.5018571       99
## LILRB4                                    0.5026826       98
## LAG3                                      0.5167543      111
## IL6R                                      0.5017143      100
## TGFBI                                     0.5033412      147
## QPCT                                      0.5294405       86
## IL2                                       0.5018571      106
## HAVCR2                                    0.6843681       40
## CD79A                                     0.5017118      108
## MGST1                                     0.5223592       98
## SLC25A37                                  0.5076919      128
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO       0.5186009       99
## CD215.IL15RA.AHS0212.pAbO                 0.6330836       22
## ADGRE1                                    0.5027143      141
## CD3G                                      0.5015714      112
## SLC7A7                                    0.5011122      113
## CLEC4D                                    0.5005714      114
## IL12A                                     0.5008571      121
## CCL22                                     0.5005714      114
## IL1R2                                     0.5004286      119
## S100A9                                    0.5008571      124
## IL5                                       0.5005714      163
## BCL6                                      0.5029870      159
## VMO1                                      0.5009165      170
## CD127.IL7R.AHS0028.pAbO                   0.5958962       36
## CCL2                                      0.5004286      159
## EPX                                       0.5001429      127
## IL22                                      0.5001429      127
## LRRC32                                    0.5001429      127
## CXCL3                                     0.5001429      127
## SPP1                                      0.5001429      127
## CLEC4E                                    0.5001429      175
## PI3                                       0.5001429      176
## CD24                                      0.5009693      136
## KCNE3                                     0.5001429      127
## CD28                                      0.5004286      125
## GZMM                                      0.5004286      123
## ALAS2                                     0.5000000      138
## APOE                                      0.5000000      138
## AQP9                                      0.5000000      138
## AZU1                                      0.5000000      138
## BLK                                       0.5000000      138
## BLNK                                      0.5000000      138
## BPI                                       0.5000000      138
## C1QA                                      0.5000000      138
## C1QB                                      0.5000000      138
## CCL13                                     0.5000000      138
## CCL17                                     0.5000000      138
## CCL19                                     0.5000000      138
## CCR9                                      0.5000000      138
## CD1B                                      0.5000000      138
## CD209                                     0.5000000      138
## CD22                                      0.5000000      138
## CD34                                      0.5000000      138
## CEACAM8                                   0.5000000      138
## CHI3L1                                    0.5000000      138
## CLC                                       0.5000000      138
## CLEC10A                                   0.5000000      138
## CPA3                                      0.5000000      138
## CXCL11                                    0.5000000      138
## CXCL13                                    0.5000000      138
## CXCL9                                     0.5000000      138
## DEFA3                                     0.5000000      138
## DEFA4                                     0.5000000      138
## EBF1                                      0.5000000      138
## ELANE                                     0.5000000      138
## F13A1                                     0.5000000      138
## FCER1A                                    0.5000000      138
## FCER2                                     0.5000000      138
## FCN1                                      0.5000000      138
## GHR                                       0.5000000      138
## IGHD_membrane                             0.5000000      138
## IGHE_secreted                             0.5000000      138
## IGHG1_membrane                            0.5000000      138
## IGHG2_secreted                            0.5000000      138
## IGHG4_secreted                            0.5000000      138
## IGLC3                                     0.5000000      138
## IL17A                                     0.5000000      138
## IL17F                                     0.5000000      138
## IL21                                      0.5000000      138
## IL25                                      0.5000000      138
## IL31                                      0.5000000      138
## IL33                                      0.5000000      138
## IL9                                       0.5000000      138
## MME                                       0.5000000      138
## MMP12                                     0.5000000      138
## S100A12                                   0.5000000      138
## TCL1A                                     0.5000000      138
## TLR8                                      0.5000000      138
## TNFRSF17                                  0.5000000      138
## VPREB3                                    0.5000000      138
## AOC3                                      0.5000000      138
## CMKLR1                                    0.5010000      120
## ARG1                                      0.5000000      185
## CD36                                      0.5000000      185
## CNTNAP3                                   0.5000000      185
## FLT3                                      0.5000000      185
## IGHG1_secreted                            0.5000000      185
## IGHG3_secreted                            0.5000000      185
## RNASE2                                    0.5000000      185
## CXCL2                                     0.5000000      138
## MS4A1                                     0.5000000      138
## TREM1                                     0.5007143      173
## CCR4                                      0.5000000      185
## IFNA1                                     0.5000000      185
## CD5                                       0.5010000      158
## CD163                                     0.5000000      185
## CD4                                       0.5004286      167
## BTLA                                      0.5000000      185
## CTSG                                      0.5012857      151
## CD40                                      0.5004286      167
## MMP9                                      0.5000000      185
## F5                                        0.5001429      127
## CR2                                       0.5000000      138
## CD1C                                      0.5000000      185
## CXCL10                                    0.5001429      135
## CXCR2                                     0.5004286      167
## IGHM_membrane                             0.5004286      172
## MITF                                      0.5000000      138
## JCHAIN                                    0.5000000      138
## CD1A                                      0.5030000      137
## IGHM_secreted                             0.5000000      185
## THBD                                      0.5000000      138
## TLR2                                      0.5004837      118
## TPSAB1                                    0.5010000      126
## VSIG4                                     0.5001429      184
## FAM129C                                   0.5000000      138
## CXCL1                                     0.5000000      138
## ZAP70                                     0.5093626      119
## CD8.SK1.CD8A.AHS0228.pAbO                 0.6806282       43
## PDCD1                                     0.5005714      157
## TNFRSF13C                                 0.5001986      174
## TNFRSF18                                  0.5128365       96
## TOP2A                                     0.6099048       30
## PAX5                                      0.5050421      145
## CCR10                                     0.5000000      138
## LY86                                      0.5017833      146
## CD8B                                      0.5018571      143
## CD27                                      0.5017143      116
## NT5E                                      0.5014286      110
## CXCR1                                     0.5004286      167
## FOXP3                                     0.5104515      118
## CD22.CD22.AHS0195.pAbO                    0.5721139       51
## PECAM1                                    0.6329616       32
## CSF3                                      0.5001429      184
## CMTM2                                     0.5017672      137
## CCR7                                      0.5002630      171
## TGFB3                                     0.5007891      160
## TLR7                                      0.5007143      122
## MKI67                                     0.5774563       47
## CHI3L2                                    0.4994788      230
## CXCR5                                     0.5061098      102
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO          0.6940805       10
## TLR9                                      0.5007815      172
## CD14                                      0.5003228      182
## CD103.ITGAE.AHS0001.pAbO                  0.5218805       93
## CD95.FAS.AHS0023.pAbO                     0.5907389       52
## IGKC                                      0.5121488      104
## CCR3                                      0.4996201      257
## CCL20                                     0.5003661      166
## CD3.SK7.CD3E.AHS0033.pAbO                 0.5075191       80
## LTB                                       0.5004871      117
## TCF4                                      0.5022854      150
## STAT6                                     0.5098594       75
## CX3CR1                                    0.4999158      257
## CD6                                       0.5081538      122
## RNASE6                                    0.5075962      124
## RGS1                                      0.6625127       30
## NRP1                                      0.5098276      121
## PMCH                                      0.5156644       85
## HLA.DQA1                                  0.6884184       28
## SELL                                      0.5157359      105
## IL15                                      0.5045824      131
## HLA.DPA1                                  0.7083251       29
## FUT4                                      0.5058757      144
## HMMR                                      0.5724706       60
## KLRC4                                     0.5189255      107
## CD28.CD28.2.CD28.AHS0024.pAbO             0.5092242      122
## PTGDR2                                    0.5066051       91
## S1PR1                                     0.5145864      112
## IGHA1_secreted                            0.4967980      272
## SNCA                                      0.5057499      139
## MZB1                                      0.6046926       52
## TNFRSF25                                  0.5003662      165
## ICOS                                      0.5346978       92
## MCM2                                      0.6254007       40
## TNFSF13B                                  0.5065764      132
## THBS1                                     0.5042248      146
## CD1D.CD1D.AHS0219.pAbO                    0.5706198       53
## RORC                                      0.5141932       77
## BCL11B                                    0.5554802       82
## CD160                                     0.5083349      121
## TNFSF13                                   0.4927375      283
## CD34.581.CD34.AHS0061.pAbO                0.5400363       78
## IL9R                                      0.5006778      163
## PTTG2                                     0.5793976       66
## PASK                                      0.5182348      105
## KDELR1                                    0.5083281      136
## IKZF2                                     0.4990604      275
## KLRG1                                     0.5007637      161
## CD79B                                     0.5110345      115
## VEGFA                                     0.5836914       70
## IL7R                                      0.5050360      132
## TSPAN32                                   0.5074035       82
## EOMES                                     0.5424811       88
## ZNF683                                    0.5282613       88
## CCR8                                      0.5102523      120
## CD94.KLRD1.AHS0085.pAbO                   0.8890342        6
## NCAM1                                     0.5174184      101
## CCR7.CCR7.AHS0273.pAbO                    0.5015943      101
## FAS                                       0.5190947      104
## ITGAX                                     0.6488853       15
## CD38                                      0.5578233       81
## RORA                                      0.5199969      104
## TNFSF8                                    0.5074179      125
## CX3CR1.CX3CR1.AHS0125.pAbO                0.4997843      260
## TMEM97                                    0.6101328       41
## FBXO22                                    0.5288817      106
## CD45RO.PTPRC.AHS0036.pAbO                 0.5523523       75
## GIMAP7                                    0.4897557      316
## FOXO1                                     0.5046169      130
## IgG.IGHG1_2_3_4.AHS0059.pAbO              0.7149933       28
## CD44                                      0.5488009       50
## FOXO3                                     0.4799806      313
## KIR2DL1                                   0.7601136       23
## LEF1                                      0.5806163       71
## OAS1                                      0.5132537      109
## HLA.DMA                                   0.5913825       67
## CD45RA.HI100.PTPRC.AHS0009.pAbO           0.6275943       23
## TRAT1                                     0.5373218       92
## CD8A                                      0.6687662       44
## PSEN1                                     0.4778111      324
## HLA.DMB                                   0.6498523       52
## GAB2                                      0.5033099      149
## C10orf54                                  0.5209202       65
## TARP_refseq                               0.5197412      114
## CD81.CD81.AHS0021.pAbO                    0.7168488       22
## IL18                                      0.5068488      131
## FAM65B                                    0.4795498      315
## HLA.DQB1                                  0.6244444       59
## CBLB                                      0.4983217      277
## LGALS9                                    0.4938104      310
## CNOT2                                     0.4635790      319
## PRDM1                                     0.5074146       81
## CD33                                      0.5564914       76
## ZBTB16                                    0.4926397      302
## CCR2                                      0.4879986      321
## IL12RB1                                   0.5206631      113
## CXCR6                                     0.4827729      311
## HMGB2                                     0.5483695       74
## ANXA5                                     0.5546725       73
## IL18RAP                                   0.4813324      315
## CD279.EH12.1.PDCD1.AHS0014.pAbO           0.5103313      117
## TGFB1                                     0.4769519      302
## DUSP1                                     0.4682600      321
## LGALS3                                    0.4961733      290
## CXCL5                                     0.4686077      341
## GZMH                                      0.6537601       50
## KLRC1                                     0.6391679       55
## PCNA                                      0.5693665       55
## CD161.DX12.KLRB1.AHS0002.pAbO             0.5559865       72
## ITGAE                                     0.5110205      116
## CD74                                      0.6620116       47
## IL18R1                                    0.5031847      156
## CD300A                                    0.5597784       79
## GNLY                                      0.5491273       85
## STAT1                                     0.5348330       82
## CTSD                                      0.4449282      336
## CD247                                     0.6930739       35
## VNN2                                      0.4655828      343
## PDIA4                                     0.4882494      324
## ITGA4                                     0.4812512      316
## CD102.ICAM2.AHS0155.pAbO                  0.5229528       98
## DPP4                                      0.4645446      338
## CD33.WM53.CD33.AHS0044.pAbO               0.5771475       50
## FYN                                       0.5691151       76
## NINJ2                                     0.5544386       83
## TRAC                                      0.5754602       62
## STAT3                                     0.4718275      309
## IGBP1                                     0.4273699      367
## ADA                                       0.4977616      285
## IFITM3                                    0.5941510       38
## ITGAM                                     0.4881957      303
## ADGRG3                                    0.4551361      349
## XBP1                                      0.4574070      351
## TIAF1                                     0.4495198      353
## CCR1                                      0.4979393      281
## GZMA                                      0.6478518       25
## ENTPD1                                    0.4566884      347
## PIK3AP1                                   0.4615229      337
## IFNGR1                                    0.4263966      363
## ATF6B                                     0.4425806      366
## FYB                                       0.4593021      350
## CD7                                       0.4640272      339
## ITGB2                                     0.8761807        7
## GLG1                                      0.4552061      341
## KLRF1                                     0.7639509       21
## PDIA6                                     0.4935282      314
## SPOCK2                                    0.4672560      337
## TRDC                                      0.5282943       98
## TRIB2                                     0.5119325      112
## FCGR3A                                    0.7815324       19
## LIPA                                      0.4443656      363
## GAPDH                                     0.5981278       57
## LAP3                                      0.4503642      356
## KIT                                       0.5657446       61
## CST7                                      0.6902625       38
## CD2                                       0.6146731       63
## STAT4                                     0.4096923      374
## CCR5                                      0.4718681      329
## CCL5                                      0.6645904       46
## BTG1                                      0.5194418       67
## LYN                                       0.4213695      380
## APOBEC3G                                  0.6273339       58
## CD52                                      0.5056958      140
## LGALS1                                    0.4834393      328
## CCR6                                      0.4632752      349
## LAT                                       0.4108718      384
## IFITM2                                    0.5218153       94
## GZMK                                      0.8092579       14
## CXCR3                                     0.6231255       61
## BCL2                                      0.4326544      366
## TNFSF10                                   0.4521424      355
## CD244                                     0.4577308      346
## GNAI2                                     0.4448170      362
## RPN2                                      0.4478970      358
## GIMAP5                                    0.5030366      136
## IL32                                      0.5126865      111
## IKZF1                                     0.4711149      338
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO     0.5217302      100
## S100A10                                   0.3833218      399
## VPS28                                     0.3678489      417
## ITGAL                                     0.4276618      374
## NCR3                                      0.5301981       96
## GIMAP2                                    0.4007311      396
## CASP5                                     0.3533122      400
## IL4R                                      0.3927874      381
## LAT2                                      0.4712890      333
## IL23R                                     0.3977328      398
## CASP3                                     0.3537799      400
## LCK                                       0.4604200      343
## CD48                                      0.3706700      410
## KLRK1                                     0.3532192      410
## IL2RB                                     0.4208840      376
## CD3E                                      0.3460998      415
## NKG7                                      0.7365400       26
## PIK3IP1                                   0.3694904      391
## FCER1G                                    0.3823562      401
## RUNX3                                     0.3166950      414
## CCND2                                     0.3868473      381
## BIN2                                      0.3120849      435
## CD335.NCR1.AHS0068.pAbO                   0.3857944      409
## PTPRC                                     0.3057451      429
## KLRB1                                     0.4500568      329
## BAX                                       0.3627825      424
## CTSW                                      0.4122214      384
## TXK                                       0.3288727      423
## DOCK8                                     0.3007631      449
## CD37                                      0.3647128      394
## TRBC2                                     0.3257128      437
## LAMP1                                     0.3156740      425
## ARL4C                                     0.3059702      446
## PRF1                                      0.3144290      426
## CXCR4                                     0.3920435      382
## CD63                                      0.3710727      420
## HLA.A                                     0.2538672      449
## HLA.C                                     0.2639509      454
## SELPLG                                    0.2038863      467
##                                           mean.logFC.detected
## CSF2                                             3.641704e-01
## CCL4                                             1.218244e-02
## EGR3                                             1.621280e+00
## XCL1                                             1.105304e+00
## CCL3                                             8.933617e-02
## DUSP2                                            5.846581e-01
## IER3                                             1.011669e+00
## ICAM1                                            3.388165e-01
## TNF                                              1.653532e-01
## IFNG                                             6.274406e-01
## BCL2A1                                           1.151760e+00
## MYC                                              6.079987e-01
## CCL1                                             6.841216e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                  5.211943e-02
## GZMB                                             3.407865e-03
## IRF8                                             1.329138e-01
## NAMPT                                            9.230047e-01
## CD4.SK3.CD4.AHS0032.pAbO                         6.832347e-01
## BIRC3                                            3.495135e-01
## CD18.ITGB2.AHS0091.pAbO                          6.158786e-04
## TBX21                                            3.787950e-01
## CD2.CD2.AHS0029.pAbO                             6.158786e-04
## EGR1                                             8.467615e-01
## SEMA7A                                           1.329902e+00
## LTA                                              7.430873e-01
## CD69.CD69.AHS0010.pAbO                           2.919749e-04
## FOSB                                             1.366004e+00
## FN1                                              1.214739e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                    1.866902e-01
## IRF4                                             1.280554e+00
## CD70                                             5.732946e-01
## FASLG                                            7.898958e-01
## ZBED2                                            2.213653e+00
## CD26.DPP4.AHS0109.pAbO                          -6.406853e-17
## CD38.HIT2.CD38.AHS0022.pAbO                      4.375253e-03
## IL2RA                                            2.260536e-01
## LIF                                              7.289906e-01
## CD226.CD226.AHS0079.pAbO                         3.288266e-02
## CD69                                             1.849060e-01
## TNFRSF8                                          1.661447e+00
## Tim3.HAVCR2.AHS0016.pAbO                         6.158786e-04
## TNFSF14                                          2.679153e-01
## IL13                                             1.803600e+00
## LAIR2                                            8.541190e-01
## JUNB                                             1.145156e+00
## FOSL1                                            2.041933e+00
## ITK                                              2.351583e-01
## BACH2                                            9.295952e-01
## TNFRSF1B                                         1.695608e-01
## STAT5A                                           3.715528e-01
## CD80                                             9.846836e-01
## CD39.ENTPD1.AHS0006.pAbO                         1.669918e-03
## CD7.CD7.AHS0043.pAbO                            -6.406853e-17
## CD152.CTLA4.AHS0017.pAbO                        -7.091044e-05
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO               7.927205e-03
## JUN                                              5.434831e-01
## IL12RB2                                          6.621512e-01
## YBX3                                             6.742487e-01
## IL1RN                                            1.647127e+00
## HLA.DRA                                          4.924412e-01
## HLA.DRB3                                         6.611041e-01
## IL3RA                                            9.213949e-01
## DUSP4                                            2.594199e-01
## IL3                                              1.491161e+00
## KLRC3                                            4.345540e-01
## FTH1                                             6.980272e-01
## IgM.IGHM.AHS0198.pAbO                            5.477107e-02
## PYCR1                                            8.689669e-01
## CD25.2A3.IL2RA.AHS0026.pAbO                      1.085743e-01
## CLEC2D                                           6.838278e-01
## TK1                                              6.278375e-01
## CD72                                             1.074649e+00
## UBE2C                                            7.534010e-01
## CD274                                            1.159004e+00
## TIGIT                                            4.907400e-01
## TNFRSF9                                          3.060619e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO                    9.384458e-02
## CD9                                              3.520917e-01
## HLA.DPB1                                         4.811703e-01
## IL15RA                                           3.623732e-01
## TYMS                                             2.512605e-01
## GATA3                                            6.577673e-01
## CTLA4                                            1.476073e+00
## CD314.KLRK1.AHS0065.pAbO                        -1.663491e-05
## CD3D                                             4.589907e-01
## LAMP3                                            1.122000e+00
## KIAA0101                                         4.434825e-01
## AIM2                                             8.914920e-01
## CCNB1                                            6.562529e-01
## IL1B                                             2.778748e+00
## IER5                                             4.771785e-01
## POU2AF1                                          3.471097e+00
## CD27.L128.CD27.AHS0249.pAbO                      1.061954e-01
## CD40LG                                           6.537350e-01
## AURKB                                            4.952954e-01
## CXCL16                                           4.553216e-01
## FOXP1                                            2.306100e-01
## TCF7                                             1.170459e+00
## IL4                                              2.027202e+00
## CD40.CD40.AHS0117.pAbO                           1.104611e-01
## B3GAT1                                           8.375742e-01
## CXCL8                                            1.941014e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO        3.030116e-02
## TNFRSF4                                          5.376514e-01
## MCM4                                             3.865756e-01
## IL1RL1                                           6.086290e-01
## IL6                                              4.575013e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                       7.110537e-02
## SLAMF1                                           1.124205e+00
## CD86                                             5.507769e-01
## CD200                                            2.795366e+00
## LILRB4                                           1.371861e+00
## LAG3                                             7.597803e-01
## IL6R                                             2.466994e+00
## TGFBI                                            4.626775e-01
## QPCT                                             2.124690e-01
## IL2                                              1.292958e+00
## HAVCR2                                           5.758865e-02
## CD79A                                            4.137229e-01
## MGST1                                            7.061499e-01
## SLC25A37                                         2.884679e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO              9.941776e-02
## CD215.IL15RA.AHS0212.pAbO                        8.943073e-04
## ADGRE1                                           6.793251e-01
## CD3G                                             8.341964e-01
## SLC7A7                                           8.426727e-01
## CLEC4D                                           1.568055e+00
## IL12A                                            9.938124e-01
## CCL22                                            1.338145e+00
## IL1R2                                            1.502062e+00
## S100A9                                           8.708867e-01
## IL5                                              9.214449e-01
## BCL6                                             1.050952e-01
## VMO1                                             2.215837e-01
## CD127.IL7R.AHS0028.pAbO                          5.423974e-03
## CCL2                                             6.356077e-01
## EPX                                              7.185101e-01
## IL22                                             7.185101e-01
## LRRC32                                           7.185101e-01
## CXCL3                                            5.812368e-01
## SPP1                                             5.812368e-01
## CLEC4E                                           4.412151e-01
## PI3                                              3.039418e-01
## CD24                                             3.090839e-01
## KCNE3                                            5.185101e-01
## CD28                                             2.535088e-01
## GZMM                                             7.789882e-02
## ALAS2                                            0.000000e+00
## APOE                                             0.000000e+00
## AQP9                                             0.000000e+00
## AZU1                                             0.000000e+00
## BLK                                              0.000000e+00
## BLNK                                             0.000000e+00
## BPI                                              0.000000e+00
## C1QA                                             0.000000e+00
## C1QB                                             0.000000e+00
## CCL13                                            0.000000e+00
## CCL17                                            0.000000e+00
## CCL19                                            0.000000e+00
## CCR9                                             0.000000e+00
## CD1B                                             0.000000e+00
## CD209                                            0.000000e+00
## CD22                                             0.000000e+00
## CD34                                             0.000000e+00
## CEACAM8                                          0.000000e+00
## CHI3L1                                           0.000000e+00
## CLC                                              0.000000e+00
## CLEC10A                                          0.000000e+00
## CPA3                                             0.000000e+00
## CXCL11                                           0.000000e+00
## CXCL13                                           0.000000e+00
## CXCL9                                            0.000000e+00
## DEFA3                                            0.000000e+00
## DEFA4                                            0.000000e+00
## EBF1                                             0.000000e+00
## ELANE                                            0.000000e+00
## F13A1                                            0.000000e+00
## FCER1A                                           0.000000e+00
## FCER2                                            0.000000e+00
## FCN1                                             0.000000e+00
## GHR                                              0.000000e+00
## IGHD_membrane                                    0.000000e+00
## IGHE_secreted                                    0.000000e+00
## IGHG1_membrane                                   0.000000e+00
## IGHG2_secreted                                   0.000000e+00
## IGHG4_secreted                                   0.000000e+00
## IGLC3                                            0.000000e+00
## IL17A                                            0.000000e+00
## IL17F                                            0.000000e+00
## IL21                                             0.000000e+00
## IL25                                             0.000000e+00
## IL31                                             0.000000e+00
## IL33                                             0.000000e+00
## IL9                                              0.000000e+00
## MME                                              0.000000e+00
## MMP12                                            0.000000e+00
## S100A12                                          0.000000e+00
## TCL1A                                            0.000000e+00
## TLR8                                             0.000000e+00
## TNFRSF17                                         0.000000e+00
## VPREB3                                           0.000000e+00
## AOC3                                            -1.372733e-01
## CMKLR1                                           6.933519e-01
## ARG1                                            -1.707505e-01
## CD36                                            -1.707505e-01
## CNTNAP3                                         -1.707505e-01
## FLT3                                            -1.707505e-01
## IGHG1_secreted                                  -1.707505e-01
## IGHG3_secreted                                  -1.707505e-01
## RNASE2                                          -1.707505e-01
## CXCL2                                           -2.000000e-01
## MS4A1                                           -2.299105e-01
## TREM1                                            5.825482e-01
## CCR4                                            -3.080238e-01
## IFNA1                                           -3.080238e-01
## CD5                                              6.757151e-02
## CD163                                           -4.006610e-01
## CD4                                             -2.598390e-02
## BTLA                                            -3.549331e-01
## CTSG                                             4.623768e-01
## CD40                                            -1.512797e-01
## MMP9                                            -4.922064e-01
## F5                                               3.812368e-01
## CR2                                             -5.469030e-01
## CD1C                                            -6.548565e-01
## CXCL10                                          -3.065062e-01
## CXCR2                                           -3.963155e-01
## IGHM_membrane                                    1.188764e-01
## MITF                                            -2.000000e-01
## JCHAIN                                          -4.000000e-01
## CD1A                                             6.006539e-01
## IGHM_secreted                                   -1.046624e+00
## THBD                                            -4.999234e-01
## TLR2                                             1.680016e-01
## TPSAB1                                           6.119398e-01
## VSIG4                                           -1.056879e-01
## FAM129C                                         -9.469030e-01
## CXCL1                                           -3.169925e-01
## ZAP70                                            7.157190e-02
## CD8.SK1.CD8A.AHS0228.pAbO                        1.070909e-02
## PDCD1                                           -2.313574e-01
## TNFRSF13C                                       -3.688898e-01
## TNFRSF18                                         3.497812e-01
## TOP2A                                            3.687467e-01
## PAX5                                             4.651048e-01
## CCR10                                           -1.146903e+00
## LY86                                            -2.242893e-01
## CD8B                                            -2.510333e-01
## CD27                                            -1.318614e-01
## NT5E                                             7.706295e-01
## CXCR1                                           -1.004196e+00
## FOXP3                                            1.968628e-01
## CD22.CD22.AHS0195.pAbO                           3.436270e-02
## PECAM1                                           4.702205e-01
## CSF3                                            -7.707256e-01
## CMTM2                                           -1.482441e-01
## CCR7                                            -6.560425e-01
## TGFB3                                           -6.975510e-01
## TLR7                                             4.433978e-01
## MKI67                                            9.732786e-01
## CHI3L2                                          -3.312694e-01
## CXCR5                                            1.047331e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                -6.406853e-17
## TLR9                                            -6.952214e-01
## CD14                                            -6.445285e-01
## CD103.ITGAE.AHS0001.pAbO                         5.011434e-02
## CD95.FAS.AHS0023.pAbO                           -6.406853e-17
## IGKC                                             4.854707e-01
## CCR3                                            -1.277285e+00
## CCL20                                           -1.012377e+00
## CD3.SK7.CD3E.AHS0033.pAbO                        6.551829e-02
## LTB                                             -2.073567e-01
## TCF4                                            -2.076232e-01
## STAT6                                            5.797251e-02
## CX3CR1                                          -4.346292e-01
## CD6                                              6.594311e-02
## RNASE6                                          -2.328862e-01
## RGS1                                             2.730656e-01
## NRP1                                             5.272085e-03
## PMCH                                             9.681208e-02
## HLA.DQA1                                         4.013291e-01
## SELL                                             1.506547e-02
## IL15                                            -7.100075e-02
## HLA.DPA1                                         2.987019e-01
## FUT4                                            -1.439468e-01
## HMMR                                             7.598859e-01
## KLRC4                                           -8.314694e-02
## CD28.CD28.2.CD28.AHS0024.pAbO                    4.112998e-02
## PTGDR2                                           5.840893e-01
## S1PR1                                           -1.242779e-01
## IGHA1_secreted                                  -1.768855e+00
## SNCA                                            -4.125973e-01
## MZB1                                             3.149285e-01
## TNFRSF25                                        -1.391234e+00
## ICOS                                             1.555211e-01
## MCM2                                             2.692877e-01
## TNFSF13B                                        -2.407175e-01
## THBS1                                           -6.295983e-01
## CD1D.CD1D.AHS0219.pAbO                           1.149381e-02
## RORC                                             7.820134e-01
## BCL11B                                           1.696737e-01
## CD160                                           -3.071898e-01
## TNFSF13                                         -3.399441e-01
## CD34.581.CD34.AHS0061.pAbO                       1.925090e-02
## IL9R                                            -5.653371e-01
## PTTG2                                            3.271256e-01
## PASK                                             5.036906e-02
## KDELR1                                          -1.603266e-01
## IKZF2                                           -5.505188e-01
## KLRG1                                           -1.211927e+00
## CD79B                                           -6.730651e-01
## VEGFA                                            1.893648e-01
## IL7R                                            -1.046655e+00
## TSPAN32                                         -2.382538e-01
## EOMES                                           -5.775050e-02
## ZNF683                                           1.318179e-01
## CCR8                                            -4.671427e-03
## CD94.KLRD1.AHS0085.pAbO                          3.640957e-03
## NCAM1                                           -6.311609e-02
## CCR7.CCR7.AHS0273.pAbO                           2.903903e-02
## FAS                                              1.956188e-01
## ITGAX                                            1.848628e-01
## CD38                                             8.099493e-02
## RORA                                            -3.994426e-01
## TNFSF8                                          -5.884114e-01
## CX3CR1.CX3CR1.AHS0125.pAbO                       1.112997e-02
## TMEM97                                           3.236793e-01
## FBXO22                                          -1.224372e-02
## CD45RO.PTPRC.AHS0036.pAbO                        8.841377e-03
## GIMAP7                                          -1.802899e+00
## FOXO1                                           -4.791713e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                     3.317033e-03
## CD44                                             8.696049e-02
## FOXO3                                           -4.579442e-01
## KIR2DL1                                          2.361984e-01
## LEF1                                             1.095856e-01
## OAS1                                            -2.295925e-01
## HLA.DMA                                          2.184505e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                  1.882422e-02
## TRAT1                                           -2.828805e-01
## CD8A                                             1.521540e-01
## PSEN1                                           -1.863871e-01
## HLA.DMB                                          2.253556e-01
## GAB2                                            -9.270354e-02
## C10orf54                                         1.172226e-01
## TARP_refseq                                      1.127101e-01
## CD81.CD81.AHS0021.pAbO                          -6.406853e-17
## IL18                                            -5.784472e-01
## FAM65B                                          -6.938252e-01
## HLA.DQB1                                         2.372915e-01
## CBLB                                             3.666398e-02
## LGALS9                                          -3.272095e-01
## CNOT2                                            1.352690e-01
## PRDM1                                            9.345223e-02
## CD33                                            -4.846338e-02
## ZBTB16                                          -1.450048e-01
## CCR2                                            -1.272645e+00
## IL12RB1                                         -6.952650e-02
## CXCR6                                           -2.404673e-01
## HMGB2                                            3.013526e-03
## ANXA5                                            7.042776e-02
## IL18RAP                                          4.670157e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO                 -1.051388e-02
## TGFB1                                           -6.953318e-02
## DUSP1                                           -4.981686e-01
## LGALS3                                          -2.063368e-01
## CXCL5                                            1.930891e-02
## GZMH                                             4.333949e-02
## KLRC1                                            4.228562e-02
## PCNA                                             3.795349e-02
## CD161.DX12.KLRB1.AHS0002.pAbO                    4.308421e-03
## ITGAE                                           -2.104589e-03
## CD74                                             1.361561e-02
## IL18R1                                           3.929799e-02
## CD300A                                           8.815985e-02
## GNLY                                            -6.406853e-17
## STAT1                                           -3.543548e-02
## CTSD                                            -2.474691e-02
## CD247                                            1.508984e-01
## VNN2                                            -1.924152e-01
## PDIA4                                            5.749042e-02
## ITGA4                                           -3.161310e-01
## CD102.ICAM2.AHS0155.pAbO                         8.029531e-04
## DPP4                                            -3.063444e-02
## CD33.WM53.CD33.AHS0044.pAbO                     -1.829950e-03
## FYN                                              1.818450e-02
## NINJ2                                            1.036477e-02
## TRAC                                            -1.574378e-01
## STAT3                                           -1.772612e-02
## IGBP1                                           -3.811198e-02
## ADA                                              4.634700e-02
## IFITM3                                           1.172650e-01
## ITGAM                                            6.935721e-02
## ADGRG3                                          -4.443505e-01
## XBP1                                             2.967569e-02
## TIAF1                                           -2.284699e-01
## CCR1                                            -3.955817e-01
## GZMA                                             9.803106e-04
## ENTPD1                                          -3.756970e-02
## PIK3AP1                                         -7.416223e-03
## IFNGR1                                          -1.248164e-01
## ATF6B                                           -6.079120e-02
## FYB                                             -2.579542e-01
## CD7                                             -2.767484e-02
## ITGB2                                            1.023354e-01
## GLG1                                            -3.092963e-01
## KLRF1                                            1.684611e-01
## PDIA6                                            5.477533e-02
## SPOCK2                                          -8.120343e-01
## TRDC                                             3.561132e-02
## TRIB2                                           -2.324536e-01
## FCGR3A                                           1.368160e-01
## LIPA                                            -1.227984e-01
## GAPDH                                           -6.406853e-17
## LAP3                                             5.262179e-02
## KIT                                             -2.699598e-01
## CST7                                             3.521229e-02
## CD2                                              5.710327e-02
## STAT4                                            1.302699e-02
## CCR5                                            -3.489284e-01
## CCL5                                             2.572261e-02
## BTG1                                             4.805550e-03
## LYN                                              2.318462e-02
## APOBEC3G                                         1.098575e-02
## CD52                                             2.219059e-03
## LGALS1                                          -3.208842e-04
## CCR6                                            -8.614625e-01
## LAT                                             -3.183612e-01
## IFITM2                                           4.107126e-02
## GZMK                                             1.443660e-01
## CXCR3                                            4.195084e-02
## BCL2                                            -1.732511e-01
## TNFSF10                                          9.940134e-03
## CD244                                           -1.584966e-01
## GNAI2                                            4.956373e-03
## RPN2                                             2.300046e-02
## GIMAP5                                          -6.125165e-01
## IL32                                             3.350023e-03
## IKZF1                                           -1.252057e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO           -1.495748e-02
## S100A10                                          6.956131e-03
## VPS28                                           -9.630174e-02
## ITGAL                                           -4.290866e-02
## NCR3                                             1.309900e-02
## GIMAP2                                          -8.234547e-01
## CASP5                                           -1.148771e-01
## IL4R                                             8.749056e-03
## LAT2                                            -5.835712e-02
## IL23R                                           -1.221046e-01
## CASP3                                           -8.548900e-02
## LCK                                             -8.162007e-03
## CD48                                            -8.109073e-04
## KLRK1                                           -2.031615e-03
## IL2RB                                           -4.639456e-05
## CD3E                                             6.633036e-03
## NKG7                                             2.747208e-03
## PIK3IP1                                         -1.318782e+00
## FCER1G                                          -6.094473e-04
## RUNX3                                           -4.462943e-03
## CCND2                                           -1.711118e-03
## BIN2                                            -1.479366e-01
## CD335.NCR1.AHS0068.pAbO                         -6.414288e-04
## PTPRC                                           -1.402637e-02
## KLRB1                                           -9.544873e-02
## BAX                                             -5.992082e-02
## CTSW                                             1.821585e-04
## TXK                                             -2.756979e-01
## DOCK8                                           -6.349402e-02
## CD37                                            -6.118002e-02
## TRBC2                                            1.482329e-03
## LAMP1                                           -1.514746e-02
## ARL4C                                           -2.801577e-01
## PRF1                                            -3.454155e-04
## CXCR4                                           -4.795239e-01
## CD63                                             3.398145e-04
## HLA.A                                           -6.406853e-17
## HLA.C                                           -6.406853e-17
## SELPLG                                          -2.247283e-01
##                                           min.logFC.detected
## CSF2                                            2.218579e-01
## CCL4                                           -4.119604e-04
## EGR3                                            6.088087e-01
## XCL1                                            5.608654e-01
## CCL3                                           -7.831248e-03
## DUSP2                                           2.019191e-02
## IER3                                            5.374895e-01
## ICAM1                                           2.060818e-01
## TNF                                             6.900869e-02
## IFNG                                            4.038664e-01
## BCL2A1                                          4.462586e-01
## MYC                                             2.839526e-01
## CCL1                                            4.266133e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                 1.144542e-03
## GZMB                                           -3.203427e-16
## IRF8                                            2.667092e-02
## NAMPT                                           4.658489e-01
## CD4.SK3.CD4.AHS0032.pAbO                        1.575937e-01
## BIRC3                                           1.269418e-01
## CD18.ITGB2.AHS0091.pAbO                        -3.203427e-16
## TBX21                                           6.527364e-02
## CD2.CD2.AHS0029.pAbO                           -3.203427e-16
## EGR1                                            2.511775e-01
## SEMA7A                                          4.104414e-01
## LTA                                             2.479134e-01
## CD69.CD69.AHS0010.pAbO                         -3.203427e-16
## FOSB                                            6.396174e-01
## FN1                                             4.594530e-01
## CD19.SJ25C1.CD19.AHS0030.pAbO                   4.564717e-02
## IRF4                                            6.434667e-01
## CD70                                           -5.421674e-02
## FASLG                                           2.255628e-01
## ZBED2                                           1.308893e+00
## CD26.DPP4.AHS0109.pAbO                         -3.203427e-16
## CD38.HIT2.CD38.AHS0022.pAbO                     1.039780e-03
## IL2RA                                           8.971341e-03
## LIF                                            -1.400987e-01
## CD226.CD226.AHS0079.pAbO                        3.860157e-03
## CD69                                            2.537566e-02
## TNFRSF8                                        -4.009064e-01
## Tim3.HAVCR2.AHS0016.pAbO                       -3.203427e-16
## TNFSF14                                         1.419224e-01
## IL13                                            1.276191e+00
## LAIR2                                           2.674212e-01
## JUNB                                            5.935327e-01
## FOSL1                                           1.073001e+00
## ITK                                             1.074518e-01
## BACH2                                           6.616870e-01
## TNFRSF1B                                        1.958217e-02
## STAT5A                                          1.404437e-01
## CD80                                            6.498859e-01
## CD39.ENTPD1.AHS0006.pAbO                       -3.085127e-03
## CD7.CD7.AHS0043.pAbO                           -3.203427e-16
## CD152.CTLA4.AHS0017.pAbO                       -4.121397e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO             -3.707500e-03
## JUN                                             2.347995e-01
## IL12RB2                                        -1.422617e-01
## YBX3                                           -3.646843e-02
## IL1RN                                           3.514912e-01
## HLA.DRA                                        -2.162869e-01
## HLA.DRB3                                       -2.110049e-01
## IL3RA                                           2.157110e-01
## DUSP4                                          -4.748693e-02
## IL3                                             6.591147e-01
## KLRC3                                           1.218870e-01
## FTH1                                           -2.106249e-02
## IgM.IGHM.AHS0198.pAbO                           1.464029e-02
## PYCR1                                          -7.431082e-01
## CD25.2A3.IL2RA.AHS0026.pAbO                    -4.974656e-02
## CLEC2D                                         -3.723569e-02
## TK1                                            -9.815138e-01
## CD72                                            1.336042e-01
## UBE2C                                          -1.204877e+00
## CD274                                           1.631832e-01
## TIGIT                                          -2.869671e-01
## TNFRSF9                                         6.701548e-01
## CD14.MPHIP9.CD14.AHS0037.pAbO                   4.360062e-02
## CD9                                            -5.142667e-01
## HLA.DPB1                                       -2.157013e-01
## IL15RA                                         -1.264102e-01
## TYMS                                           -4.264665e-01
## GATA3                                           1.501121e-01
## CTLA4                                           2.170223e-01
## CD314.KLRK1.AHS0065.pAbO                       -8.243972e-04
## CD3D                                           -2.551595e-02
## LAMP3                                           1.365345e-01
## KIAA0101                                       -8.430370e-01
## AIM2                                            1.137957e-01
## CCNB1                                          -1.174221e+00
## IL1B                                            1.039239e+00
## IER5                                           -1.186217e-01
## POU2AF1                                         2.310579e+00
## CD27.L128.CD27.AHS0249.pAbO                    -1.970486e-02
## CD40LG                                         -1.354732e+00
## AURKB                                          -1.108453e+00
## CXCL16                                         -1.785543e-01
## FOXP1                                          -2.202977e-01
## TCF7                                           -2.530662e-01
## IL4                                             1.011496e+00
## CD40.CD40.AHS0117.pAbO                          1.945015e-02
## B3GAT1                                          1.371923e-01
## CXCL8                                           3.252219e-01
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO      -7.212931e-04
## TNFRSF4                                        -3.753933e-01
## MCM4                                           -5.401443e-01
## IL1RL1                                         -7.426768e-01
## IL6                                            -4.797825e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                     -3.180741e-02
## SLAMF1                                         -7.907157e-02
## CD86                                           -1.201496e+00
## CD200                                           1.453273e+00
## LILRB4                                         -3.059277e-01
## LAG3                                           -9.989801e-01
## IL6R                                            3.810460e-01
## TGFBI                                          -4.822846e-02
## QPCT                                           -5.903080e-01
## IL2                                             1.036026e+00
## HAVCR2                                         -2.220861e-04
## CD79A                                           8.896977e-02
## MGST1                                          -1.375069e+00
## SLC25A37                                       -8.355727e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO             4.577011e-03
## CD215.IL15RA.AHS0212.pAbO                      -1.234487e-03
## ADGRE1                                         -4.925134e-01
## CD3G                                           -5.707108e-03
## SLC7A7                                          2.070832e-01
## CLEC4D                                          6.181044e-01
## IL12A                                           1.710848e-01
## CCL22                                           6.181044e-01
## IL1R2                                           4.866041e-01
## S100A9                                         -1.501723e-01
## IL5                                            -4.115063e-01
## BCL6                                           -1.320748e-01
## VMO1                                           -6.290675e-02
## CD127.IL7R.AHS0028.pAbO                        -7.487295e-03
## CCL2                                           -3.322719e-01
## EPX                                             1.810571e-01
## IL22                                            1.810571e-01
## LRRC32                                          1.810571e-01
## CXCL3                                           1.810571e-01
## SPP1                                            1.810571e-01
## CLEC4E                                         -3.864750e-01
## PI3                                            -3.864750e-01
## CD24                                           -4.452124e-01
## KCNE3                                          -5.184058e-01
## CD28                                           -6.914339e-01
## GZMM                                           -9.451356e-01
## ALAS2                                           0.000000e+00
## APOE                                            0.000000e+00
## AQP9                                            0.000000e+00
## AZU1                                            0.000000e+00
## BLK                                             0.000000e+00
## BLNK                                            0.000000e+00
## BPI                                             0.000000e+00
## C1QA                                            0.000000e+00
## C1QB                                            0.000000e+00
## CCL13                                           0.000000e+00
## CCL17                                           0.000000e+00
## CCL19                                           0.000000e+00
## CCR9                                            0.000000e+00
## CD1B                                            0.000000e+00
## CD209                                           0.000000e+00
## CD22                                            0.000000e+00
## CD34                                            0.000000e+00
## CEACAM8                                         0.000000e+00
## CHI3L1                                          0.000000e+00
## CLC                                             0.000000e+00
## CLEC10A                                         0.000000e+00
## CPA3                                            0.000000e+00
## CXCL11                                          0.000000e+00
## CXCL13                                          0.000000e+00
## CXCL9                                           0.000000e+00
## DEFA3                                           0.000000e+00
## DEFA4                                           0.000000e+00
## EBF1                                            0.000000e+00
## ELANE                                           0.000000e+00
## F13A1                                           0.000000e+00
## FCER1A                                          0.000000e+00
## FCER2                                           0.000000e+00
## FCN1                                            0.000000e+00
## GHR                                             0.000000e+00
## IGHD_membrane                                   0.000000e+00
## IGHE_secreted                                   0.000000e+00
## IGHG1_membrane                                  0.000000e+00
## IGHG2_secreted                                  0.000000e+00
## IGHG4_secreted                                  0.000000e+00
## IGLC3                                           0.000000e+00
## IL17A                                           0.000000e+00
## IL17F                                           0.000000e+00
## IL21                                            0.000000e+00
## IL25                                            0.000000e+00
## IL31                                            0.000000e+00
## IL33                                            0.000000e+00
## IL9                                             0.000000e+00
## MME                                             0.000000e+00
## MMP12                                           0.000000e+00
## S100A12                                         0.000000e+00
## TCL1A                                           0.000000e+00
## TLR8                                            0.000000e+00
## TNFRSF17                                        0.000000e+00
## VPREB3                                          0.000000e+00
## AOC3                                           -6.863664e-01
## CMKLR1                                         -1.046921e+00
## ARG1                                           -8.537526e-01
## CD36                                           -8.537526e-01
## CNTNAP3                                        -8.537526e-01
## FLT3                                           -8.537526e-01
## IGHG1_secreted                                 -8.537526e-01
## IGHG3_secreted                                 -8.537526e-01
## RNASE2                                         -8.537526e-01
## CXCL2                                          -1.000000e+00
## MS4A1                                          -1.149553e+00
## TREM1                                          -8.463491e-01
## CCR4                                           -8.537526e-01
## IFNA1                                          -8.537526e-01
## CD5                                            -1.294931e+00
## CD163                                          -1.149553e+00
## CD4                                            -1.046973e+00
## BTLA                                           -1.774666e+00
## CTSG                                           -1.626030e+00
## CD40                                           -1.276396e+00
## MMP9                                           -1.774666e+00
## F5                                             -8.189429e-01
## CR2                                            -1.584963e+00
## CD1C                                           -1.774666e+00
## CXCL10                                         -1.103368e+00
## CXCR2                                          -1.106471e+00
## IGHM_membrane                                  -1.181414e+00
## MITF                                           -1.000000e+00
## JCHAIN                                         -1.000000e+00
## CD1A                                           -1.449738e+00
## IGHM_secreted                                  -2.546752e+00
## THBD                                           -1.499617e+00
## TLR2                                           -1.261387e+00
## TPSAB1                                         -1.631884e+00
## VSIG4                                          -1.403905e+00
## FAM129C                                        -1.584963e+00
## CXCL1                                          -1.584963e+00
## ZAP70                                          -3.463166e-01
## CD8.SK1.CD8A.AHS0228.pAbO                      -1.382181e-02
## PDCD1                                          -1.951684e+00
## TNFRSF13C                                      -1.832734e+00
## TNFRSF18                                       -1.286589e+00
## TOP2A                                          -9.809174e-01
## PAX5                                           -1.186483e+00
## CCR10                                          -3.000000e+00
## LY86                                           -7.489230e-01
## CD8B                                           -1.325668e+00
## CD27                                           -1.858024e+00
## NT5E                                           -2.234686e+00
## CXCR1                                          -2.656260e+00
## FOXP3                                          -1.152397e+00
## CD22.CD22.AHS0195.pAbO                         -6.196689e-03
## PECAM1                                         -6.371115e-01
## CSF3                                           -2.626298e+00
## CMTM2                                          -8.355956e-01
## CCR7                                           -1.919523e+00
## TGFB3                                          -1.573596e+00
## TLR7                                           -2.720818e+00
## MKI67                                          -1.615158e+00
## CHI3L2                                         -8.344647e-01
## CXCR5                                          -1.996471e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO               -3.203427e-16
## TLR9                                           -2.120493e+00
## CD14                                           -1.516852e+00
## CD103.ITGAE.AHS0001.pAbO                       -9.472990e-02
## CD95.FAS.AHS0023.pAbO                          -3.203427e-16
## IGKC                                           -1.896730e+00
## CCR3                                           -2.314402e+00
## CCL20                                          -3.431312e+00
## CD3.SK7.CD3E.AHS0033.pAbO                       2.515229e-02
## LTB                                            -7.125304e-01
## TCF4                                           -1.738473e+00
## STAT6                                          -2.102733e-01
## CX3CR1                                         -7.518481e-01
## CD6                                            -1.443741e+00
## RNASE6                                         -1.099577e+00
## RGS1                                           -3.475602e-01
## NRP1                                           -1.269675e+00
## PMCH                                           -1.455092e+00
## HLA.DQA1                                       -4.270174e-01
## SELL                                           -9.362847e-01
## IL15                                           -3.509846e-01
## HLA.DPA1                                       -6.733633e-02
## FUT4                                           -6.048530e-01
## HMMR                                           -1.674742e+00
## KLRC4                                          -4.307817e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                  -2.454011e-02
## PTGDR2                                         -2.892350e+00
## S1PR1                                          -7.979246e-01
## IGHA1_secreted                                 -2.584386e+00
## SNCA                                           -1.068780e+00
## MZB1                                           -1.833212e-01
## TNFRSF25                                       -4.815975e+00
## ICOS                                           -2.502537e-01
## MCM2                                           -4.803669e-01
## TNFSF13B                                       -9.297587e-01
## THBS1                                          -1.661270e+00
## CD1D.CD1D.AHS0219.pAbO                         -6.874624e-03
## RORC                                           -2.711205e+00
## BCL11B                                         -5.697054e-01
## CD160                                          -2.041776e+00
## TNFSF13                                        -6.531926e-01
## CD34.581.CD34.AHS0061.pAbO                     -1.645698e-02
## IL9R                                           -1.706601e+00
## PTTG2                                          -1.111177e+00
## PASK                                           -9.176723e-01
## KDELR1                                         -8.319851e-01
## IKZF2                                          -1.470769e+00
## KLRG1                                          -2.298608e+00
## CD79B                                          -1.946277e+00
## VEGFA                                          -4.038435e-01
## IL7R                                           -2.372025e+00
## TSPAN32                                        -6.678994e-01
## EOMES                                          -8.275594e-01
## ZNF683                                         -1.854060e+00
## CCR8                                           -3.089770e+00
## CD94.KLRD1.AHS0085.pAbO                        -3.690482e-04
## NCAM1                                          -6.149710e-01
## CCR7.CCR7.AHS0273.pAbO                          8.366152e-03
## FAS                                            -2.099314e-01
## ITGAX                                          -8.312402e-02
## CD38                                           -1.046046e+00
## RORA                                           -1.063525e+00
## TNFSF8                                         -1.706440e+00
## CX3CR1.CX3CR1.AHS0125.pAbO                     -1.859889e-02
## TMEM97                                         -6.368778e-01
## FBXO22                                         -6.186936e-01
## CD45RO.PTPRC.AHS0036.pAbO                      -5.462248e-03
## GIMAP7                                         -2.296956e+00
## FOXO1                                          -1.290735e+00
## IgG.IGHG1_2_3_4.AHS0059.pAbO                   -4.119604e-04
## CD44                                           -2.308749e-02
## FOXO3                                          -5.802577e-01
## KIR2DL1                                        -1.173859e-01
## LEF1                                           -6.192685e-01
## OAS1                                           -9.770012e-01
## HLA.DMA                                        -1.746257e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                -2.954392e-02
## TRAT1                                          -1.385266e+00
## CD8A                                           -3.950919e-01
## PSEN1                                          -3.491346e-01
## HLA.DMB                                        -3.207150e-01
## GAB2                                           -4.296965e-01
## C10orf54                                       -4.466207e-02
## TARP_refseq                                    -5.722217e-02
## CD81.CD81.AHS0021.pAbO                         -3.203427e-16
## IL18                                           -1.242641e+00
## FAM65B                                         -9.408953e-01
## HLA.DQB1                                       -7.597190e-01
## CBLB                                           -2.375201e-02
## LGALS9                                         -9.524693e-01
## CNOT2                                           2.731095e-02
## PRDM1                                          -2.579452e-02
## CD33                                           -1.522498e+00
## ZBTB16                                         -4.896103e-01
## CCR2                                           -1.910725e+00
## IL12RB1                                        -5.009323e-01
## CXCR6                                          -4.545291e-01
## HMGB2                                          -6.595568e-01
## ANXA5                                          -4.722830e-02
## IL18RAP                                        -1.656216e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                -4.306376e-02
## TGFB1                                          -1.737602e-01
## DUSP1                                          -8.975554e-01
## LGALS3                                         -1.372525e+00
## CXCL5                                          -1.924266e-01
## GZMH                                           -4.992413e-01
## KLRC1                                          -1.100611e-02
## PCNA                                           -2.995067e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                  -1.403552e-02
## ITGAE                                          -5.535880e-01
## CD74                                           -2.060979e-03
## IL18R1                                         -2.329858e-01
## CD300A                                         -1.607527e-01
## GNLY                                           -3.203427e-16
## STAT1                                          -5.167345e-01
## CTSD                                           -1.899085e-01
## CD247                                          -8.626268e-02
## VNN2                                           -5.246192e-01
## PDIA4                                          -2.688834e-01
## ITGA4                                          -5.293197e-01
## CD102.ICAM2.AHS0155.pAbO                       -1.366217e-02
## DPP4                                           -4.827395e-01
## CD33.WM53.CD33.AHS0044.pAbO                    -1.220794e-01
## FYN                                            -7.666464e-03
## NINJ2                                          -2.908023e-01
## TRAC                                           -6.329744e-01
## STAT3                                          -2.226386e-01
## IGBP1                                          -1.813410e-01
## ADA                                            -2.084503e-01
## IFITM3                                         -1.916376e-01
## ITGAM                                          -1.118535e-01
## ADGRG3                                         -7.325062e-01
## XBP1                                           -2.824761e-02
## TIAF1                                          -5.309693e-01
## CCR1                                           -1.051125e+00
## GZMA                                           -3.203427e-16
## ENTPD1                                         -4.134859e-01
## PIK3AP1                                        -9.198057e-02
## IFNGR1                                         -2.463089e-01
## ATF6B                                          -2.906964e-01
## FYB                                            -7.172595e-01
## CD7                                            -2.349206e-01
## ITGB2                                          -3.505274e-02
## GLG1                                           -7.703074e-01
## KLRF1                                          -2.501096e-01
## PDIA6                                          -4.666079e-02
## SPOCK2                                         -1.458138e+00
## TRDC                                           -5.354427e-02
## TRIB2                                          -6.720038e-01
## FCGR3A                                         -2.372338e-01
## LIPA                                           -4.278031e-01
## GAPDH                                          -3.203427e-16
## LAP3                                           -1.056306e-01
## KIT                                            -1.275114e+00
## CST7                                           -4.272081e-03
## CD2                                            -3.505942e-02
## STAT4                                          -7.309817e-02
## CCR5                                           -6.985051e-01
## CCL5                                           -1.733512e-02
## BTG1                                           -1.976575e-03
## LYN                                            -1.276902e-01
## APOBEC3G                                       -2.870996e-03
## CD52                                           -3.203427e-16
## LGALS1                                         -4.121397e-04
## CCR6                                           -1.404536e+00
## LAT                                            -4.479883e-01
## IFITM2                                         -6.244275e-02
## GZMK                                           -2.008229e-01
## CXCR3                                          -7.682745e-02
## BCL2                                           -3.978107e-01
## TNFSF10                                        -2.703526e-03
## CD244                                          -2.691750e-01
## GNAI2                                          -1.654003e-01
## RPN2                                           -3.755032e-02
## GIMAP5                                         -1.069274e+00
## IL32                                           -4.343424e-03
## IKZF1                                          -3.748904e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO          -3.659059e-02
## S100A10                                        -1.274790e-02
## VPS28                                          -1.786015e-01
## ITGAL                                          -1.784536e-01
## NCR3                                           -8.649100e-02
## GIMAP2                                         -9.967502e-01
## CASP5                                          -1.605971e-01
## IL4R                                           -2.626659e-02
## LAT2                                           -2.145781e-01
## IL23R                                          -2.559476e-01
## CASP3                                          -2.039345e-01
## LCK                                            -4.527044e-02
## CD48                                           -5.998139e-03
## KLRK1                                          -5.159817e-02
## IL2RB                                          -4.121397e-04
## CD3E                                           -1.814484e-02
## NKG7                                           -4.121397e-04
## PIK3IP1                                        -2.003909e+00
## FCER1G                                         -4.531626e-03
## RUNX3                                          -1.324017e-02
## CCND2                                          -8.663675e-03
## BIN2                                           -1.946772e-01
## CD335.NCR1.AHS0068.pAbO                        -2.389528e-03
## PTPRC                                          -2.775302e-02
## KLRB1                                          -1.835728e-01
## BAX                                            -1.165645e-01
## CTSW                                           -3.203427e-16
## TXK                                            -3.804283e-01
## DOCK8                                          -9.243616e-02
## CD37                                           -9.518297e-02
## TRBC2                                          -1.646218e-03
## LAMP1                                          -2.880917e-02
## ARL4C                                          -3.363761e-01
## PRF1                                           -4.121397e-04
## CXCR4                                          -7.688837e-01
## CD63                                           -3.203427e-16
## HLA.A                                          -3.203427e-16
## HLA.C                                          -3.203427e-16
## SELPLG                                         -2.541391e-01
##                                           median.logFC.detected
## CSF2                                               3.214116e-01
## CCL4                                               5.921711e-03
## EGR3                                               1.520237e+00
## XCL1                                               1.012537e+00
## CCL3                                               4.430085e-02
## DUSP2                                              5.412604e-01
## IER3                                               7.404461e-01
## ICAM1                                              3.308766e-01
## TNF                                                8.718722e-02
## IFNG                                               6.658726e-01
## BCL2A1                                             1.186182e+00
## MYC                                                3.968725e-01
## CCL1                                               7.728392e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                    4.389020e-02
## GZMB                                               6.654131e-04
## IRF8                                               3.724090e-02
## NAMPT                                              6.863639e-01
## CD4.SK3.CD4.AHS0032.pAbO                           7.449675e-01
## BIRC3                                              2.816428e-01
## CD18.ITGB2.AHS0091.pAbO                            1.601713e-16
## TBX21                                              2.379004e-01
## CD2.CD2.AHS0029.pAbO                               1.601713e-16
## EGR1                                               8.716931e-01
## SEMA7A                                             1.242031e+00
## LTA                                                8.224186e-01
## CD69.CD69.AHS0010.pAbO                             0.000000e+00
## FOSB                                               1.443853e+00
## FN1                                                1.111255e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                      1.756141e-01
## IRF4                                               6.803798e-01
## CD70                                               4.086703e-01
## FASLG                                              7.762870e-01
## ZBED2                                              1.839045e+00
## CD26.DPP4.AHS0109.pAbO                             0.000000e+00
## CD38.HIT2.CD38.AHS0022.pAbO                        1.997161e-03
## IL2RA                                              2.453391e-01
## LIF                                                4.394482e-01
## CD226.CD226.AHS0079.pAbO                           2.597770e-02
## CD69                                               1.792921e-01
## TNFRSF8                                            1.346435e+00
## Tim3.HAVCR2.AHS0016.pAbO                           1.601713e-16
## TNFSF14                                            2.940929e-01
## IL13                                               1.373224e+00
## LAIR2                                              7.840235e-01
## JUNB                                               9.096841e-01
## FOSL1                                              1.907804e+00
## ITK                                                1.950121e-01
## BACH2                                              8.441696e-01
## TNFRSF1B                                           2.390647e-01
## STAT5A                                             3.073095e-01
## CD80                                               7.378908e-01
## CD39.ENTPD1.AHS0006.pAbO                           2.039764e-04
## CD7.CD7.AHS0043.pAbO                               0.000000e+00
## CD152.CTLA4.AHS0017.pAbO                          -4.113783e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                 5.268719e-03
## JUN                                                5.518896e-01
## IL12RB2                                            4.176778e-01
## YBX3                                               5.277768e-01
## IL1RN                                              1.538242e+00
## HLA.DRA                                            6.407358e-01
## HLA.DRB3                                           7.392017e-01
## IL3RA                                              5.933509e-01
## DUSP4                                              2.794983e-01
## IL3                                                1.679129e+00
## KLRC3                                              3.689870e-01
## FTH1                                               5.978250e-01
## IgM.IGHM.AHS0198.pAbO                              6.563390e-02
## PYCR1                                              6.432538e-01
## CD25.2A3.IL2RA.AHS0026.pAbO                        6.049082e-02
## CLEC2D                                             5.164204e-01
## TK1                                                1.065144e+00
## CD72                                               1.377833e+00
## UBE2C                                              1.250545e+00
## CD274                                              1.332150e+00
## TIGIT                                              1.509180e-01
## TNFRSF9                                            2.686225e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO                      1.197753e-01
## CD9                                                3.161862e-01
## HLA.DPB1                                           5.570915e-01
## IL15RA                                             2.928031e-01
## TYMS                                               3.823549e-01
## GATA3                                              7.940715e-01
## CTLA4                                              1.429172e+00
## CD314.KLRK1.AHS0065.pAbO                          -3.690482e-04
## CD3D                                               5.080596e-01
## LAMP3                                              1.682813e+00
## KIAA0101                                           7.431827e-01
## AIM2                                               8.699988e-01
## CCNB1                                              1.025406e+00
## IL1B                                               2.599946e+00
## IER5                                               5.952945e-01
## POU2AF1                                            2.666432e+00
## CD27.L128.CD27.AHS0249.pAbO                        1.007636e-01
## CD40LG                                             7.428837e-01
## AURKB                                              1.027535e+00
## CXCL16                                             3.516987e-01
## FOXP1                                              2.945785e-01
## TCF7                                               9.795323e-01
## IL4                                                2.246104e+00
## CD40.CD40.AHS0117.pAbO                             9.906084e-02
## B3GAT1                                             7.096898e-01
## CXCL8                                              1.241828e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO          1.756075e-02
## TNFRSF4                                            3.975319e-01
## MCM4                                               5.476500e-01
## IL1RL1                                             3.172338e-01
## IL6                                                3.850064e-01
## CD5.UCHT2.CD5.AHS0047.pAbO                         1.031187e-01
## SLAMF1                                             4.349011e-01
## CD86                                               2.786186e-01
## CD200                                              2.620988e+00
## LILRB4                                             1.278018e+00
## LAG3                                              -4.676589e-02
## IL6R                                               2.846687e+00
## TGFBI                                              3.400269e-01
## QPCT                                               1.975704e-01
## IL2                                                1.411037e+00
## HAVCR2                                             2.034204e-02
## CD79A                                              4.027318e-01
## MGST1                                              1.463295e+00
## SLC25A37                                           4.544767e-01
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                1.185996e-01
## CD215.IL15RA.AHS0212.pAbO                          1.041324e-03
## ADGRE1                                             8.637573e-01
## CD3G                                               6.862579e-01
## SLC7A7                                             7.259972e-01
## CLEC4D                                             1.370244e+00
## IL12A                                              8.498277e-01
## CCL22                                              1.208071e+00
## IL1R2                                              1.893529e+00
## S100A9                                             5.884645e-01
## IL5                                                8.223111e-01
## BCL6                                              -5.782065e-02
## VMO1                                               5.859726e-02
## CD127.IL7R.AHS0028.pAbO                            1.022137e-02
## CCL2                                               4.866041e-01
## EPX                                                9.298992e-01
## IL22                                               9.298992e-01
## LRRC32                                             9.298992e-01
## CXCL3                                              4.815942e-01
## SPP1                                               4.815942e-01
## CLEC4E                                             4.815942e-01
## PI3                                                3.136336e-01
## CD24                                               1.754099e-02
## KCNE3                                              9.298992e-01
## CD28                                               4.866041e-01
## GZMM                                               1.301778e-01
## ALAS2                                              0.000000e+00
## APOE                                               0.000000e+00
## AQP9                                               0.000000e+00
## AZU1                                               0.000000e+00
## BLK                                                0.000000e+00
## BLNK                                               0.000000e+00
## BPI                                                0.000000e+00
## C1QA                                               0.000000e+00
## C1QB                                               0.000000e+00
## CCL13                                              0.000000e+00
## CCL17                                              0.000000e+00
## CCL19                                              0.000000e+00
## CCR9                                               0.000000e+00
## CD1B                                               0.000000e+00
## CD209                                              0.000000e+00
## CD22                                               0.000000e+00
## CD34                                               0.000000e+00
## CEACAM8                                            0.000000e+00
## CHI3L1                                             0.000000e+00
## CLC                                                0.000000e+00
## CLEC10A                                            0.000000e+00
## CPA3                                               0.000000e+00
## CXCL11                                             0.000000e+00
## CXCL13                                             0.000000e+00
## CXCL9                                              0.000000e+00
## DEFA3                                              0.000000e+00
## DEFA4                                              0.000000e+00
## EBF1                                               0.000000e+00
## ELANE                                              0.000000e+00
## F13A1                                              0.000000e+00
## FCER1A                                             0.000000e+00
## FCER2                                              0.000000e+00
## FCN1                                               0.000000e+00
## GHR                                                0.000000e+00
## IGHD_membrane                                      0.000000e+00
## IGHE_secreted                                      0.000000e+00
## IGHG1_membrane                                     0.000000e+00
## IGHG2_secreted                                     0.000000e+00
## IGHG4_secreted                                     0.000000e+00
## IGLC3                                              0.000000e+00
## IL17A                                              0.000000e+00
## IL17F                                              0.000000e+00
## IL21                                               0.000000e+00
## IL25                                               0.000000e+00
## IL31                                               0.000000e+00
## IL33                                               0.000000e+00
## IL9                                                0.000000e+00
## MME                                                0.000000e+00
## MMP12                                              0.000000e+00
## S100A12                                            0.000000e+00
## TCL1A                                              0.000000e+00
## TLR8                                               0.000000e+00
## TNFRSF17                                           0.000000e+00
## VPREB3                                             0.000000e+00
## AOC3                                               0.000000e+00
## CMKLR1                                             6.677281e-01
## ARG1                                               0.000000e+00
## CD36                                               0.000000e+00
## CNTNAP3                                            0.000000e+00
## FLT3                                               0.000000e+00
## IGHG1_secreted                                     0.000000e+00
## IGHG3_secreted                                     0.000000e+00
## RNASE2                                             0.000000e+00
## CXCL2                                              0.000000e+00
## MS4A1                                              0.000000e+00
## TREM1                                              3.066754e-02
## CCR4                                               0.000000e+00
## IFNA1                                              0.000000e+00
## CD5                                               -5.497086e-02
## CD163                                              0.000000e+00
## CD4                                               -4.283995e-01
## BTLA                                               0.000000e+00
## CTSG                                               1.139750e+00
## CD40                                              -1.654163e-02
## MMP9                                               0.000000e+00
## F5                                                 4.815942e-01
## CR2                                                0.000000e+00
## CD1C                                               0.000000e+00
## CXCL10                                             1.462474e-01
## CXCR2                                             -5.467521e-01
## IGHM_membrane                                     -4.547847e-01
## MITF                                               0.000000e+00
## JCHAIN                                             0.000000e+00
## CD1A                                               1.220640e+00
## IGHM_secreted                                     -1.000000e+00
## THBD                                               0.000000e+00
## TLR2                                               3.066754e-02
## TPSAB1                                             1.218891e+00
## VSIG4                                             -1.495526e-01
## FAM129C                                           -1.000000e+00
## CXCL1                                              0.000000e+00
## ZAP70                                             -5.888473e-03
## CD8.SK1.CD8A.AHS0228.pAbO                          1.543541e-02
## PDCD1                                             -5.992836e-01
## TNFRSF13C                                         -1.579694e-01
## TNFRSF18                                           3.447059e-01
## TOP2A                                              6.739187e-01
## PAX5                                              -5.233698e-02
## CCR10                                             -1.149553e+00
## LY86                                              -4.781383e-01
## CD8B                                              -7.009396e-01
## CD27                                               3.586843e-01
## NT5E                                               1.127160e+00
## CXCR1                                             -1.806911e+00
## FOXP3                                             -9.541510e-02
## CD22.CD22.AHS0195.pAbO                             1.482206e-02
## PECAM1                                             1.241814e-01
## CSF3                                              -3.864750e-01
## CMTM2                                              5.500433e-03
## CCR7                                              -3.853526e-01
## TGFB3                                             -9.253195e-01
## TLR7                                               1.085346e+00
## MKI67                                              1.539229e+00
## CHI3L2                                            -1.891163e-01
## CXCR5                                              3.983153e-01
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                   0.000000e+00
## TLR9                                              -7.100086e-01
## CD14                                              -2.678454e-01
## CD103.ITGAE.AHS0001.pAbO                          -2.042548e-02
## CD95.FAS.AHS0023.pAbO                              0.000000e+00
## IGKC                                               5.817276e-01
## CCR3                                              -1.391049e+00
## CCL20                                             -8.327343e-01
## CD3.SK7.CD3E.AHS0033.pAbO                          4.812860e-02
## LTB                                               -5.774030e-02
## TCF4                                               1.743039e-01
## STAT6                                              9.422471e-02
## CX3CR1                                            -4.090403e-01
## CD6                                                1.923426e-02
## RNASE6                                            -3.734657e-01
## RGS1                                               1.287842e-01
## NRP1                                              -3.482399e-01
## PMCH                                              -1.903863e-01
## HLA.DQA1                                           1.212595e-02
## SELL                                              -6.334661e-01
## IL15                                              -6.258843e-02
## HLA.DPA1                                           3.367673e-01
## FUT4                                              -6.224594e-02
## HMMR                                               1.303047e+00
## KLRC4                                             -3.521083e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                      3.077443e-02
## PTGDR2                                             1.148245e+00
## S1PR1                                             -2.328200e-01
## IGHA1_secreted                                    -1.805037e+00
## SNCA                                              -7.642362e-01
## MZB1                                               1.690939e-01
## TNFRSF25                                          -9.932707e-01
## ICOS                                               2.526132e-01
## MCM2                                               3.526705e-01
## TNFSF13B                                          -4.894327e-01
## THBS1                                             -5.004839e-01
## CD1D.CD1D.AHS0219.pAbO                             1.242874e-02
## RORC                                               1.037060e+00
## BCL11B                                            -2.877085e-01
## CD160                                             -7.783607e-01
## TNFSF13                                           -2.255621e-01
## CD34.581.CD34.AHS0061.pAbO                        -6.335590e-03
## IL9R                                              -4.552085e-01
## PTTG2                                              4.459232e-01
## PASK                                               2.592600e-01
## KDELR1                                            -2.549224e-01
## IKZF2                                             -4.242286e-01
## KLRG1                                             -1.564829e+00
## CD79B                                             -9.217384e-01
## VEGFA                                              3.627717e-02
## IL7R                                              -1.475453e+00
## TSPAN32                                           -1.986188e-01
## EOMES                                             -4.424774e-01
## ZNF683                                            -1.489689e-01
## CCR8                                              -6.495134e-01
## CD94.KLRD1.AHS0085.pAbO                            2.157417e-04
## NCAM1                                             -8.415126e-02
## CCR7.CCR7.AHS0273.pAbO                             2.849574e-02
## FAS                                                3.161184e-01
## ITGAX                                              1.536849e-01
## CD38                                               2.885427e-01
## RORA                                              -7.251076e-01
## TNFSF8                                            -5.779543e-01
## CX3CR1.CX3CR1.AHS0125.pAbO                         8.904632e-03
## TMEM97                                             2.607828e-01
## FBXO22                                            -1.332580e-01
## CD45RO.PTPRC.AHS0036.pAbO                          4.541371e-03
## GIMAP7                                            -2.083804e+00
## FOXO1                                             -4.295223e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                       1.585021e-03
## CD44                                               9.976977e-02
## FOXO3                                             -4.634758e-01
## KIR2DL1                                            1.682257e-02
## LEF1                                               4.182014e-02
## OAS1                                              -3.732592e-01
## HLA.DMA                                            2.746607e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                   -3.027196e-03
## TRAT1                                             -4.340771e-01
## CD8A                                               5.575875e-02
## PSEN1                                             -1.252363e-01
## HLA.DMB                                           -8.691408e-02
## GAB2                                              -5.081819e-02
## C10orf54                                           1.090801e-01
## TARP_refseq                                        5.954258e-02
## CD81.CD81.AHS0021.pAbO                             0.000000e+00
## IL18                                              -6.034750e-01
## FAM65B                                            -7.770484e-01
## HLA.DQB1                                          -3.854375e-01
## CBLB                                              -1.099046e-02
## LGALS9                                            -1.741953e-01
## CNOT2                                              1.309571e-01
## PRDM1                                              1.088927e-01
## CD33                                              -2.950600e-01
## ZBTB16                                            -1.657414e-01
## CCR2                                              -1.363519e+00
## IL12RB1                                           -2.309865e-01
## CXCR6                                             -2.712949e-01
## HMGB2                                              1.513170e-01
## ANXA5                                              8.204280e-02
## IL18RAP                                            7.247448e-02
## CD279.EH12.1.PDCD1.AHS0014.pAbO                   -4.041291e-03
## TGFB1                                             -8.777564e-02
## DUSP1                                             -3.424917e-01
## LGALS3                                             1.012705e-01
## CXCL5                                             -6.769350e-02
## GZMH                                              -3.648027e-01
## KLRC1                                              2.489496e-02
## PCNA                                              -2.029656e-02
## CD161.DX12.KLRB1.AHS0002.pAbO                     -7.171143e-03
## ITGAE                                              9.576420e-02
## CD74                                               3.411584e-03
## IL18R1                                            -5.741020e-02
## CD300A                                             1.012222e-01
## GNLY                                               0.000000e+00
## STAT1                                             -3.112666e-01
## CTSD                                              -3.061304e-02
## CD247                                             -4.684844e-02
## VNN2                                              -2.199256e-01
## PDIA4                                             -3.928993e-02
## ITGA4                                             -4.214176e-01
## CD102.ICAM2.AHS0155.pAbO                          -9.769608e-03
## DPP4                                               6.909094e-02
## CD33.WM53.CD33.AHS0044.pAbO                       -5.216395e-02
## FYN                                                9.535714e-03
## NINJ2                                             -7.876185e-02
## TRAC                                              -3.045941e-01
## STAT3                                             -9.669587e-04
## IGBP1                                             -2.682301e-02
## ADA                                                9.178190e-02
## IFITM3                                            -5.732649e-02
## ITGAM                                              8.536973e-02
## ADGRG3                                            -4.800082e-01
## XBP1                                               2.325855e-02
## TIAF1                                             -2.587861e-01
## CCR1                                              -2.172014e-01
## GZMA                                               1.601713e-16
## ENTPD1                                             1.024123e-01
## PIK3AP1                                           -3.850916e-02
## IFNGR1                                            -8.428647e-02
## ATF6B                                             -1.355963e-01
## FYB                                               -2.652811e-01
## CD7                                               -3.641376e-02
## ITGB2                                             -1.367539e-02
## GLG1                                              -1.856034e-01
## KLRF1                                             -1.886572e-01
## PDIA6                                              2.454989e-02
## SPOCK2                                            -6.049677e-01
## TRDC                                              -7.644612e-03
## TRIB2                                             -2.397417e-01
## FCGR3A                                            -2.259939e-02
## LIPA                                              -1.995311e-01
## GAPDH                                              0.000000e+00
## LAP3                                               5.532244e-03
## KIT                                               -3.282749e-01
## CST7                                              -1.055730e-03
## CD2                                                7.270771e-02
## STAT4                                              2.233228e-02
## CCR5                                              -3.040857e-01
## CCL5                                               1.064712e-02
## BTG1                                               4.408052e-03
## LYN                                               -1.899062e-02
## APOBEC3G                                           2.850157e-03
## CD52                                               1.664109e-03
## LGALS1                                            -4.119604e-04
## CCR6                                              -8.394845e-01
## LAT                                               -3.602759e-01
## IFITM2                                            -4.004443e-02
## GZMK                                              -1.204794e-01
## CXCR3                                             -4.409806e-02
## BCL2                                              -1.434651e-01
## TNFSF10                                            5.468724e-03
## CD244                                             -2.100966e-01
## GNAI2                                             -6.179348e-02
## RPN2                                              -4.186144e-03
## GIMAP5                                            -7.081447e-01
## IL32                                               1.237813e-03
## IKZF1                                             -2.458037e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO             -2.559456e-02
## S100A10                                            5.753977e-03
## VPS28                                             -1.184791e-01
## ITGAL                                             -7.307851e-03
## NCR3                                              -3.587258e-02
## GIMAP2                                            -8.793321e-01
## CASP5                                             -9.458489e-02
## IL4R                                               6.903829e-03
## LAT2                                              -1.162183e-01
## IL23R                                             -1.676458e-01
## CASP3                                             -6.330547e-02
## LCK                                               -2.101464e-02
## CD48                                              -7.545783e-04
## KLRK1                                             -1.846990e-02
## IL2RB                                             -7.947152e-05
## CD3E                                               3.412273e-03
## NKG7                                              -4.119604e-04
## PIK3IP1                                           -1.150083e+00
## FCER1G                                             1.243243e-04
## RUNX3                                             -2.801135e-03
## CCND2                                             -2.894017e-03
## BIN2                                              -1.680109e-01
## CD335.NCR1.AHS0068.pAbO                           -1.541997e-03
## PTPRC                                             -1.172747e-02
## KLRB1                                             -1.015088e-01
## BAX                                               -6.025418e-02
## CTSW                                               0.000000e+00
## TXK                                               -2.655870e-01
## DOCK8                                             -5.722265e-02
## CD37                                              -7.427678e-02
## TRBC2                                              1.869724e-03
## LAMP1                                             -1.546191e-02
## ARL4C                                             -3.062716e-01
## PRF1                                              -4.119604e-04
## CXCR4                                             -6.307772e-01
## CD63                                               1.601713e-16
## HLA.A                                              0.000000e+00
## HLA.C                                              0.000000e+00
## SELPLG                                            -2.253545e-01
##                                           max.logFC.detected
## CSF2                                            6.383210e-01
## CCL4                                            4.331000e-02
## EGR3                                            2.478899e+00
## XCL1                                            1.893472e+00
## CCL3                                            2.840374e-01
## DUSP2                                           1.121192e+00
## IER3                                            1.763390e+00
## ICAM1                                           4.591855e-01
## TNF                                             3.582058e-01
## IFNG                                            8.148982e-01
## BCL2A1                                          1.942977e+00
## MYC                                             1.294742e+00
## CCL1                                            8.701770e-01
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                 1.386104e-01
## GZMB                                            1.546312e-02
## IRF8                                            3.268212e-01
## NAMPT                                           1.470602e+00
## CD4.SK3.CD4.AHS0032.pAbO                        1.215229e+00
## BIRC3                                           7.814298e-01
## CD18.ITGB2.AHS0091.pAbO                         3.079393e-03
## TBX21                                           7.978768e-01
## CD2.CD2.AHS0029.pAbO                            3.079393e-03
## EGR1                                            1.655092e+00
## SEMA7A                                          1.912616e+00
## LTA                                             1.287036e+00
## CD69.CD69.AHS0010.pAbO                          1.004550e-03
## FOSB                                            1.775027e+00
## FN1                                             2.406380e+00
## CD19.SJ25C1.CD19.AHS0030.pAbO                   4.612257e-01
## IRF4                                            2.327717e+00
## CD70                                            1.274037e+00
## FASLG                                           1.455706e+00
## ZBED2                                           3.377617e+00
## CD26.DPP4.AHS0109.pAbO                          1.601713e-16
## CD38.HIT2.CD38.AHS0022.pAbO                     1.546312e-02
## IL2RA                                           5.531547e-01
## LIF                                             2.007405e+00
## CD226.CD226.AHS0079.pAbO                        7.796417e-02
## CD69                                            3.809019e-01
## TNFRSF8                                         3.572726e+00
## Tim3.HAVCR2.AHS0016.pAbO                        3.079393e-03
## TNFSF14                                         4.395616e-01
## IL13                                            2.567123e+00
## LAIR2                                           1.351367e+00
## JUNB                                            1.754589e+00
## FOSL1                                           3.443356e+00
## ITK                                             5.162804e-01
## BACH2                                           1.339599e+00
## TNFRSF1B                                        2.639058e-01
## STAT5A                                          7.388875e-01
## CD80                                            1.814208e+00
## CD39.ENTPD1.AHS0006.pAbO                        7.721167e-03
## CD7.CD7.AHS0043.pAbO                            1.601713e-16
## CD152.CTLA4.AHS0017.pAbO                        6.278198e-04
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO              2.981995e-02
## JUN                                             9.188076e-01
## IL12RB2                                         2.302821e+00
## YBX3                                            1.598350e+00
## IL1RN                                           2.613062e+00
## HLA.DRA                                         1.284302e+00
## HLA.DRB3                                        1.892724e+00
## IL3RA                                           1.686541e+00
## DUSP4                                           5.123301e-01
## IL3                                             1.815529e+00
## KLRC3                                           1.092147e+00
## FTH1                                            1.466162e+00
## IgM.IGHM.AHS0198.pAbO                           7.053820e-02
## PYCR1                                           2.393949e+00
## CD25.2A3.IL2RA.AHS0026.pAbO                     3.520360e-01
## CLEC2D                                          1.410597e+00
## TK1                                             1.670356e+00
## CD72                                            1.607547e+00
## UBE2C                                           1.519713e+00
## CD274                                           1.908411e+00
## TIGIT                                           1.755734e+00
## TNFRSF9                                         6.390449e+00
## CD14.MPHIP9.CD14.AHS0037.pAbO                   1.396011e-01
## CD9                                             9.548653e-01
## HLA.DPB1                                        1.373693e+00
## IL15RA                                          1.012032e+00
## TYMS                                            7.772419e-01
## GATA3                                           1.284690e+00
## CTLA4                                           3.315523e+00
## CD314.KLRK1.AHS0065.pAbO                        2.256519e-03
## CD3D                                            9.296684e-01
## LAMP3                                           1.798057e+00
## KIAA0101                                        1.382336e+00
## AIM2                                            2.045073e+00
## CCNB1                                           1.692283e+00
## IL1B                                            4.485390e+00
## IER5                                            7.629293e-01
## POU2AF1                                         5.217452e+00
## CD27.L128.CD27.AHS0249.pAbO                     2.140375e-01
## CD40LG                                          1.836934e+00
## AURKB                                           1.073618e+00
## CXCL16                                          1.253906e+00
## FOXP1                                           7.578520e-01
## TCF7                                            2.766807e+00
## IL4                                             3.134440e+00
## CD40.CD40.AHS0117.pAbO                          1.883351e-01
## B3GAT1                                          1.864844e+00
## CXCL8                                           3.804644e+00
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO       6.491873e-02
## TNFRSF4                                         1.479594e+00
## MCM4                                            1.269496e+00
## IL1RL1                                          3.099920e+00
## IL6                                             1.431419e+00
## CD5.UCHT2.CD5.AHS0047.pAbO                      1.536000e-01
## SLAMF1                                          3.030336e+00
## CD86                                            1.798271e+00
## CD200                                           3.807355e+00
## LILRB4                                          2.737543e+00
## LAG3                                            3.146841e+00
## IL6R                                            3.568241e+00
## TGFBI                                           1.275030e+00
## QPCT                                            1.139719e+00
## IL2                                             1.475083e+00
## HAVCR2                                          1.588258e-01
## CD79A                                           6.689620e-01
## MGST1                                           2.127325e+00
## SLC25A37                                        1.184827e+00
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO             1.674781e-01
## CD215.IL15RA.AHS0212.pAbO                       2.760318e-03
## ADGRE1                                          1.823982e+00
## CD3G                                            2.085346e+00
## SLC7A7                                          1.744366e+00
## CLEC4D                                          2.321928e+00
## IL12A                                           2.120988e+00
## CCL22                                           2.321928e+00
## IL1R2                                           2.000000e+00
## S100A9                                          1.756047e+00
## IL5                                             2.208071e+00
## BCL6                                            7.767168e-01
## VMO1                                            7.110543e-01
## CD127.IL7R.AHS0028.pAbO                         2.011603e-02
## CCL2                                            2.000000e+00
## EPX                                             1.000000e+00
## IL22                                            1.000000e+00
## LRRC32                                          1.000000e+00
## CXCL3                                           1.000000e+00
## SPP1                                            1.000000e+00
## CLEC4E                                          1.000000e+00
## PI3                                             9.298992e-01
## CD24                                            1.608223e+00
## KCNE3                                           1.000000e+00
## CD28                                            1.313634e+00
## GZMM                                            1.146247e+00
## ALAS2                                           0.000000e+00
## APOE                                            0.000000e+00
## AQP9                                            0.000000e+00
## AZU1                                            0.000000e+00
## BLK                                             0.000000e+00
## BLNK                                            0.000000e+00
## BPI                                             0.000000e+00
## C1QA                                            0.000000e+00
## C1QB                                            0.000000e+00
## CCL13                                           0.000000e+00
## CCL17                                           0.000000e+00
## CCL19                                           0.000000e+00
## CCR9                                            0.000000e+00
## CD1B                                            0.000000e+00
## CD209                                           0.000000e+00
## CD22                                            0.000000e+00
## CD34                                            0.000000e+00
## CEACAM8                                         0.000000e+00
## CHI3L1                                          0.000000e+00
## CLC                                             0.000000e+00
## CLEC10A                                         0.000000e+00
## CPA3                                            0.000000e+00
## CXCL11                                          0.000000e+00
## CXCL13                                          0.000000e+00
## CXCL9                                           0.000000e+00
## DEFA3                                           0.000000e+00
## DEFA4                                           0.000000e+00
## EBF1                                            0.000000e+00
## ELANE                                           0.000000e+00
## F13A1                                           0.000000e+00
## FCER1A                                          0.000000e+00
## FCER2                                           0.000000e+00
## FCN1                                            0.000000e+00
## GHR                                             0.000000e+00
## IGHD_membrane                                   0.000000e+00
## IGHE_secreted                                   0.000000e+00
## IGHG1_membrane                                  0.000000e+00
## IGHG2_secreted                                  0.000000e+00
## IGHG4_secreted                                  0.000000e+00
## IGLC3                                           0.000000e+00
## IL17A                                           0.000000e+00
## IL17F                                           0.000000e+00
## IL21                                            0.000000e+00
## IL25                                            0.000000e+00
## IL31                                            0.000000e+00
## IL33                                            0.000000e+00
## IL9                                             0.000000e+00
## MME                                             0.000000e+00
## MMP12                                           0.000000e+00
## S100A12                                         0.000000e+00
## TCL1A                                           0.000000e+00
## TLR8                                            0.000000e+00
## TNFRSF17                                        0.000000e+00
## VPREB3                                          0.000000e+00
## AOC3                                            0.000000e+00
## CMKLR1                                          2.874994e+00
## ARG1                                            0.000000e+00
## CD36                                            0.000000e+00
## CNTNAP3                                         0.000000e+00
## FLT3                                            0.000000e+00
## IGHG1_secreted                                  0.000000e+00
## IGHG3_secreted                                  0.000000e+00
## RNASE2                                          0.000000e+00
## CXCL2                                           0.000000e+00
## MS4A1                                           0.000000e+00
## TREM1                                           2.466161e+00
## CCR4                                            0.000000e+00
## IFNA1                                           0.000000e+00
## CD5                                             9.530790e-01
## CD163                                           0.000000e+00
## CD4                                             1.313634e+00
## BTLA                                            0.000000e+00
## CTSG                                            2.193186e+00
## CD40                                            4.866041e-01
## MMP9                                            0.000000e+00
## F5                                              1.000000e+00
## CR2                                             0.000000e+00
## CD1C                                            0.000000e+00
## CXCL10                                          3.136336e-01
## CXCR2                                           4.866041e-01
## IGHM_membrane                                   1.893529e+00
## MITF                                            0.000000e+00
## JCHAIN                                          0.000000e+00
## CD1A                                            2.322505e+00
## IGHM_secreted                                   0.000000e+00
## THBD                                            0.000000e+00
## TLR2                                            1.198487e+00
## TPSAB1                                          1.916094e+00
## VSIG4                                           9.298992e-01
## FAM129C                                         0.000000e+00
## CXCL1                                           0.000000e+00
## ZAP70                                           4.470388e-01
## CD8.SK1.CD8A.AHS0228.pAbO                       3.616599e-02
## PDCD1                                           1.635562e+00
## TNFRSF13C                                       8.985961e-01
## TNFRSF18                                        1.263596e+00
## TOP2A                                           9.622464e-01
## PAX5                                            2.478639e+00
## CCR10                                           0.000000e+00
## LY86                                            8.774638e-01
## CD8B                                            1.453273e+00
## CD27                                            1.381046e+00
## NT5E                                            2.311171e+00
## CXCR1                                           1.130178e+00
## FOXP3                                           1.400746e+00
## CD22.CD22.AHS0195.pAbO                          8.386262e-02
## PECAM1                                          1.776816e+00
## CSF3                                            9.298992e-01
## CMTM2                                           4.443263e-01
## CCR7                                            2.432071e-01
## TGFB3                                           4.532730e-01
## TLR7                                            1.576004e+00
## MKI67                                           2.335665e+00
## CHI3L2                                         -1.038037e-01
## CXCR5                                           3.798100e+00
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                1.601713e-16
## TLR9                                            1.060146e+00
## CD14                                            1.579676e-01
## CD103.ITGAE.AHS0001.pAbO                        2.899824e-01
## CD95.FAS.AHS0023.pAbO                           1.601713e-16
## IGKC                                            2.235590e+00
## CCR3                                           -2.650130e-01
## CCL20                                           8.038539e-01
## CD3.SK7.CD3E.AHS0033.pAbO                       1.477862e-01
## LTB                                             5.276978e-02
## TCF4                                            4.435778e-01
## STAT6                                           2.541516e-01
## CX3CR1                                          3.742402e-03
## CD6                                             1.824758e+00
## RNASE6                                          1.134002e+00
## RGS1                                            1.117082e+00
## NRP1                                            1.124860e+00
## PMCH                                            1.942226e+00
## HLA.DQA1                                        1.238548e+00
## SELL                                            1.203030e+00
## IL15                                            2.132925e-01
## HLA.DPA1                                        9.023494e-01
## FUT4                                            3.327494e-01
## HMMR                                            1.977344e+00
## KLRC4                                           8.130250e-01
## CD28.CD28.2.CD28.AHS0024.pAbO                   1.208705e-01
## PTGDR2                                          2.120949e+00
## S1PR1                                           6.795739e-01
## IGHA1_secreted                                 -1.008337e+00
## SNCA                                            5.634949e-01
## MZB1                                            1.076119e+00
## TNFRSF25                                        8.038539e-01
## ICOS                                            4.589040e-01
## MCM2                                            1.024002e+00
## TNFSF13B                                        3.991242e-01
## THBS1                                           5.680126e-01
## CD1D.CD1D.AHS0219.pAbO                          3.700562e-02
## RORC                                            2.565763e+00
## BCL11B                                          2.426584e+00
## CD160                                           1.564483e+00
## TNFSF13                                        -1.882706e-01
## CD34.581.CD34.AHS0061.pAbO                      7.237147e-02
## IL9R                                            9.637822e-02
## PTTG2                                           1.477518e+00
## PASK                                            4.393009e-01
## KDELR1                                          3.565037e-01
## IKZF2                                          -1.043269e-02
## KLRG1                                           1.301778e-01
## CD79B                                           1.448649e+00
## VEGFA                                           1.069667e+00
## IL7R                                            1.221522e+00
## TSPAN32                                         2.184707e-01
## EOMES                                           2.042367e+00
## ZNF683                                          1.796590e+00
## CCR8                                            2.790902e+00
## CD94.KLRD1.AHS0085.pAbO                         1.775286e-02
## NCAM1                                           4.555165e-01
## CCR7.CCR7.AHS0273.pAbO                          4.838368e-02
## FAS                                             5.464887e-01
## ITGAX                                           3.784999e-01
## CD38                                            1.772056e+00
## RORA                                            9.067233e-01
## TNFSF8                                          4.221528e-01
## CX3CR1.CX3CR1.AHS0125.pAbO                      6.081121e-02
## TMEM97                                          1.545817e+00
## FBXO22                                          6.467588e-01
## CD45RO.PTPRC.AHS0036.pAbO                       2.795391e-02
## GIMAP7                                         -9.823980e-01
## FOXO1                                           2.208319e-01
## IgG.IGHG1_2_3_4.AHS0059.pAbO                    9.159446e-03
## CD44                                            1.525065e-01
## FOXO3                                          -3.025761e-01
## KIR2DL1                                         1.224836e+00
## LEF1                                            8.638601e-01
## OAS1                                            3.856649e-01
## HLA.DMA                                         6.659877e-01
## CD45RA.HI100.PTPRC.AHS0009.pAbO                 6.734174e-02
## TRAT1                                           1.513983e+00
## CD8A                                            1.000915e+00
## PSEN1                                          -7.393320e-02
## HLA.DMB                                         1.587302e+00
## GAB2                                            2.595317e-01
## C10orf54                                        2.459919e-01
## TARP_refseq                                     3.309352e-01
## CD81.CD81.AHS0021.pAbO                          1.601713e-16
## IL18                                            2.751895e-01
## FAM65B                                         -3.510719e-01
## HLA.DQB1                                        1.759254e+00
## CBLB                                            2.172329e-01
## LGALS9                                          7.103651e-02
## CNOT2                                           3.367968e-01
## PRDM1                                           2.141494e-01
## CD33                                            1.389649e+00
## ZBTB16                                          1.553896e-01
## CCR2                                           -4.066884e-01
## IL12RB1                                         5.239495e-01
## CXCR6                                           4.091198e-03
## HMGB2                                           2.300800e-01
## ANXA5                                           2.135848e-01
## IL18RAP                                         2.009153e-01
## CD279.EH12.1.PDCD1.AHS0014.pAbO                 1.162366e-02
## TGFB1                                           5.057654e-02
## DUSP1                                          -2.284902e-01
## LGALS3                                          1.761659e-01
## CXCL5                                           3.238621e-01
## GZMH                                            1.579678e+00
## KLRC1                                           1.410889e-01
## PCNA                                            3.377559e-01
## CD161.DX12.KLRB1.AHS0002.pAbO                   4.967545e-02
## ITGAE                                           2.705979e-01
## CD74                                            5.760486e-02
## IL18R1                                          4.636783e-01
## CD300A                                          2.454349e-01
## GNLY                                            1.601713e-16
## STAT1                                           4.872549e-01
## CTSD                                            1.352598e-01
## CD247                                           1.009735e+00
## VNN2                                            2.390935e-02
## PDIA4                                           4.261786e-01
## ITGA4                                           6.885723e-02
## CD102.ICAM2.AHS0155.pAbO                        1.994215e-02
## DPP4                                            2.266491e-01
## CD33.WM53.CD33.AHS0044.pAbO                     1.487987e-01
## FYN                                             8.274223e-02
## NINJ2                                           5.107523e-01
## TRAC                                            8.616163e-01
## STAT3                                           2.282961e-01
## IGBP1                                           1.257809e-01
## ADA                                             2.986610e-01
## IFITM3                                          5.666716e-01
## ITGAM                                           2.657416e-01
## ADGRG3                                         -1.971798e-01
## XBP1                                            1.237585e-01
## TIAF1                                          -1.781465e-02
## CCR1                                            1.157562e-01
## GZMA                                            3.079393e-03
## ENTPD1                                          1.981289e-01
## PIK3AP1                                         1.882084e-01
## IFNGR1                                         -3.932695e-02
## ATF6B                                           2.000807e-01
## FYB                                             1.126820e-02
## CD7                                             2.105056e-01
## ITGB2                                           5.931902e-01
## GLG1                                           -1.393004e-02
## KLRF1                                           1.640494e+00
## PDIA6                                           2.256406e-01
## SPOCK2                                         -2.178511e-01
## TRDC                                            1.844603e-01
## TRIB2                                           2.995507e-01
## FCGR3A                                          9.484642e-01
## LIPA                                            1.977516e-01
## GAPDH                                           1.601713e-16
## LAP3                                            2.503398e-01
## KIT                                             7.395348e-01
## CST7                                            1.838493e-01
## CD2                                             1.675626e-01
## STAT4                                           1.151927e-01
## CCR5                                            3.893875e-02
## CCL5                                            1.036875e-01
## BTG1                                            9.475092e-03
## LYN                                             2.834979e-01
## APOBEC3G                                        5.151619e-02
## CD52                                            5.016489e-03
## LGALS1                                          4.319693e-05
## CCR6                                           -2.312571e-01
## LAT                                            -1.204001e-01
## IFITM2                                          2.412366e-01
## GZMK                                            1.294996e+00
## CXCR3                                           3.962419e-01
## BCL2                                            4.333889e-02
## TNFSF10                                         3.995229e-02
## CD244                                           1.475273e-01
## GNAI2                                           2.590893e-01
## RPN2                                            1.165482e-01
## GIMAP5                                          1.989285e-01
## IL32                                            1.533672e-02
## IKZF1                                           1.741238e-01
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO           1.683129e-02
## S100A10                                         2.957495e-02
## VPS28                                           1.074931e-03
## ITGAL                                           7.363749e-02
## NCR3                                            2.852219e-01
## GIMAP2                                         -4.617307e-01
## CASP5                                          -8.836490e-02
## IL4R                                            4.218128e-02
## LAT2                                            1.974773e-01
## IL23R                                           7.316612e-03
## CASP3                                           1.296308e-03
## LCK                                             7.390340e-02
## CD48                                            6.468107e-03
## KLRK1                                           7.618938e-02
## IL2RB                                           6.278198e-04
## CD3E                                            4.765151e-02
## NKG7                                            1.505174e-02
## PIK3IP1                                        -9.608647e-01
## FCER1G                                          3.801253e-03
## RUNX3                                           3.272415e-03
## CCND2                                           8.263952e-03
## BIN2                                           -8.469960e-02
## CD335.NCR1.AHS0068.pAbO                         2.871057e-03
## PTPRC                                          -1.375252e-03
## KLRB1                                           1.151804e-02
## BAX                                            -1.252595e-02
## CTSW                                            9.107924e-04
## TXK                                            -1.434173e-01
## DOCK8                                          -3.700390e-02
## CD37                                           -2.614072e-02
## TRBC2                                           3.367272e-03
## LAMP1                                           4.287001e-03
## ARL4C                                          -1.974743e-01
## PRF1                                           -7.947152e-05
## CXCR4                                          -1.185365e-01
## CD63                                            1.366404e-03
## HLA.A                                           1.601713e-16
## HLA.C                                           1.601713e-16
## SELPLG                                         -2.004896e-01
##                                           rank.logFC.detected
## CSF2                                                       75
## CCL4                                                      140
## EGR3                                                       16
## XCL1                                                       35
## CCL3                                                      118
## DUSP2                                                      50
## IER3                                                       42
## ICAM1                                                      77
## TNF                                                       108
## IFNG                                                       63
## BCL2A1                                                      9
## MYC                                                        73
## CCL1                                                       57
## CD11b.ICRF44.ITGAM.AHS0184.pAbO                           135
## GZMB                                                      154
## IRF8                                                      115
## NAMPT                                                      38
## CD4.SK3.CD4.AHS0032.pAbO                                   55
## BIRC3                                                      78
## CD18.ITGB2.AHS0091.pAbO                                   161
## TBX21                                                      69
## CD2.CD2.AHS0029.pAbO                                      161
## EGR1                                                       35
## SEMA7A                                                     11
## LTA                                                        41
## CD69.CD69.AHS0010.pAbO                                    161
## FOSB                                                        9
## FN1                                                        21
## CD19.SJ25C1.CD19.AHS0030.pAbO                             102
## IRF4                                                       19
## CD70                                                       50
## FASLG                                                      29
## ZBED2                                                       7
## CD26.DPP4.AHS0109.pAbO                                    161
## CD38.HIT2.CD38.AHS0022.pAbO                               149
## IL2RA                                                      83
## LIF                                                        29
## CD226.CD226.AHS0079.pAbO                                  123
## CD69                                                       90
## TNFRSF8                                                     4
## Tim3.HAVCR2.AHS0016.pAbO                                  161
## TNFSF14                                                    94
## IL13                                                        8
## LAIR2                                                      37
## JUNB                                                       32
## FOSL1                                                       7
## ITK                                                        88
## BACH2                                                      48
## TNFRSF1B                                                  110
## STAT5A                                                     98
## CD80                                                       39
## CD39.ENTPD1.AHS0006.pAbO                                  158
## CD7.CD7.AHS0043.pAbO                                      161
## CD152.CTLA4.AHS0017.pAbO                                  157
## CD122.MIK.BETA3.IL2RB.AHS0146.pAbO                        148
## JUN                                                        80
## IL12RB2                                                     6
## YBX3                                                       23
## IL1RN                                                      11
## HLA.DRA                                                    42
## HLA.DRB3                                                   12
## IL3RA                                                      30
## DUSP4                                                      91
## IL3                                                        10
## KLRC3                                                      53
## FTH1                                                       61
## IgM.IGHM.AHS0198.pAbO                                     131
## PYCR1                                                      20
## CD25.2A3.IL2RA.AHS0026.pAbO                               113
## CLEC2D                                                     40
## TK1                                                        38
## CD72                                                       21
## UBE2C                                                      28
## CD274                                                      23
## TIGIT                                                      19
## TNFRSF9                                                     1
## CD14.MPHIP9.CD14.AHS0037.pAbO                             117
## CD9                                                        64
## HLA.DPB1                                                   36
## IL15RA                                                     88
## TYMS                                                      109
## GATA3                                                      65
## CTLA4                                                       5
## CD314.KLRK1.AHS0065.pAbO                                  229
## CD3D                                                       53
## LAMP3                                                      19
## KIAA0101                                                   67
## AIM2                                                       28
## CCNB1                                                      27
## IL1B                                                        1
## IER5                                                       79
## POU2AF1                                                     1
## CD27.L128.CD27.AHS0249.pAbO                               144
## CD40LG                                                     38
## AURKB                                                      50
## CXCL16                                                     54
## FOXP1                                                      68
## TCF7                                                        3
## IL4                                                         7
## CD40.CD40.AHS0117.pAbO                                    125
## B3GAT1                                                     13
## CXCL8                                                       4
## TCR.gamma_delta.11F2.TRG_TRD.AHS0142.pAbO                 134
## TNFRSF4                                                    55
## MCM4                                                       77
## IL1RL1                                                      3
## IL6                                                        37
## CD5.UCHT2.CD5.AHS0047.pAbO                                157
## SLAMF1                                                     11
## CD86                                                       25
## CD200                                                       3
## LILRB4                                                     12
## LAG3                                                        2
## IL6R                                                        1
## TGFBI                                                      76
## QPCT                                                       48
## IL2                                                        13
## HAVCR2                                                    124
## CD79A                                                      70
## MGST1                                                      14
## SLC25A37                                                   41
## TCR.alpha_beta.TRA_TRB.AHS0078.pAbO                       143
## CD215.IL15RA.AHS0212.pAbO                                 146
## ADGRE1                                                     16
## CD3G                                                       18
## SLC7A7                                                     33
## CLEC4D                                                      4
## IL12A                                                      15
## CCL22                                                       4
## IL1R2                                                       7
## S100A9                                                     18
## IL5                                                        26
## BCL6                                                      116
## VMO1                                                       72
## CD127.IL7R.AHS0028.pAbO                                   215
## CCL2                                                       21
## EPX                                                        27
## IL22                                                       27
## LRRC32                                                     27
## CXCL3                                                      27
## SPP1                                                       27
## CLEC4E                                                     71
## PI3                                                        91
## CD24                                                       55
## KCNE3                                                      27
## CD28                                                       46
## GZMM                                                       23
## ALAS2                                                     161
## APOE                                                      161
## AQP9                                                      161
## AZU1                                                      161
## BLK                                                       161
## BLNK                                                      161
## BPI                                                       161
## C1QA                                                      161
## C1QB                                                      161
## CCL13                                                     161
## CCL17                                                     161
## CCL19                                                     161
## CCR9                                                      161
## CD1B                                                      161
## CD209                                                     161
## CD22                                                      161
## CD34                                                      161
## CEACAM8                                                   161
## CHI3L1                                                    161
## CLC                                                       161
## CLEC10A                                                   161
## CPA3                                                      161
## CXCL11                                                    161
## CXCL13                                                    161
## CXCL9                                                     161
## DEFA3                                                     161
## DEFA4                                                     161
## EBF1                                                      161
## ELANE                                                     161
## F13A1                                                     161
## FCER1A                                                    161
## FCER2                                                     161
## FCN1                                                      161
## GHR                                                       161
## IGHD_membrane                                             161
## IGHE_secreted                                             161
## IGHG1_membrane                                            161
## IGHG2_secreted                                            161
## IGHG4_secreted                                            161
## IGLC3                                                     161
## IL17A                                                     161
## IL17F                                                     161
## IL21                                                      161
## IL25                                                      161
## IL31                                                      161
## IL33                                                      161
## IL9                                                       161
## MME                                                       161
## MMP12                                                     161
## S100A12                                                   161
## TCL1A                                                     161
## TLR8                                                      161
## TNFRSF17                                                  161
## VPREB3                                                    161
## AOC3                                                      161
## CMKLR1                                                     12
## ARG1                                                      232
## CD36                                                      232
## CNTNAP3                                                   232
## FLT3                                                      232
## IGHG1_secreted                                            232
## IGHG3_secreted                                            232
## RNASE2                                                    232
## CXCL2                                                     161
## MS4A1                                                     161
## TREM1                                                      20
## CCR4                                                      232
## IFNA1                                                     232
## CD5                                                        56
## CD163                                                     232
## CD4                                                        46
## BTLA                                                      232
## CTSG                                                       27
## CD40                                                       93
## MMP9                                                      232
## F5                                                         27
## CR2                                                       161
## CD1C                                                      232
## CXCL10                                                     96
## CXCR2                                                      93
## IGHM_membrane                                              33
## MITF                                                      161
## JCHAIN                                                    161
## CD1A                                                       10
## IGHM_secreted                                             232
## THBD                                                      161
## TLR2                                                       22
## TPSAB1                                                     14
## VSIG4                                                      91
## FAM129C                                                   161
## CXCL1                                                     161
## ZAP70                                                     105
## CD8.SK1.CD8A.AHS0228.pAbO                                 202
## PDCD1                                                      29
## TNFRSF13C                                                  80
## TNFRSF18                                                   36
## TOP2A                                                      59
## PAX5                                                       15
## CCR10                                                     161
## LY86                                                       65
## CD8B                                                       30
## CD27                                                       35
## NT5E                                                        9
## CXCR1                                                      44
## FOXP3                                                      34
## CD22.CD22.AHS0195.pAbO                                    130
## PECAM1                                                     40
## CSF3                                                       91
## CMTM2                                                     127
## CCR7                                                      143
## TGFB3                                                     105
## TLR7                                                       24
## MKI67                                                      10
## CHI3L2                                                    308
## CXCR5                                                       2
## CD56.NCAM16.2.NCAM1.AHS0019.pAbO                          161
## TLR9                                                       49
## CD14                                                      155
## CD103.ITGAE.AHS0001.pAbO                                  129
## CD95.FAS.AHS0023.pAbO                                     161
## IGKC                                                       11
## CCR3                                                      400
## CCL20                                                      90
## CD3.SK7.CD3E.AHS0033.pAbO                                 121
## LTB                                                       114
## TCF4                                                      117
## STAT6                                                      82
## CX3CR1                                                    222
## CD6                                                        15
## RNASE6                                                     49
## RGS1                                                       59
## NRP1                                                       53
## PMCH                                                       23
## HLA.DQA1                                                   43
## SELL                                                       39
## IL15                                                      141
## HLA.DPA1                                                   64
## FUT4                                                      158
## HMMR                                                       22
## KLRC4                                                      68
## CD28.CD28.2.CD28.AHS0024.pAbO                             168
## PTGDR2                                                     16
## S1PR1                                                      73
## IGHA1_secreted                                            446
## SNCA                                                       85
## MZB1                                                       78
## TNFRSF25                                                   90
## ICOS                                                      103
## MCM2                                                       88
## TNFSF13B                                                  115
## THBS1                                                      84
## CD1D.CD1D.AHS0219.pAbO                                    201
## RORC                                                        6
## BCL11B                                                      5
## CD160                                                      26
## TNFSF13                                                   382
## CD34.581.CD34.AHS0061.pAbO                                197
## IL9R                                                      174
## PTTG2                                                      59
## PASK                                                      113
## KDELR1                                                    132
## IKZF2                                                     321
## KLRG1                                                     171
## CD79B                                                      33
## VEGFA                                                      55
## IL7R                                                       53
## TSPAN32                                                    86
## EOMES                                                       8
## ZNF683                                                     17
## CCR8                                                       13
## CD94.KLRD1.AHS0085.pAbO                                   159
## NCAM1                                                     102
## CCR7.CCR7.AHS0273.pAbO                                    138
## FAS                                                       113
## ITGAX                                                     104
## CD38                                                       17
## RORA                                                       63
## TNFSF8                                                    109
## CX3CR1.CX3CR1.AHS0125.pAbO                                195
## TMEM97                                                     48
## FBXO22                                                    122
## CD45RO.PTPRC.AHS0036.pAbO                                 196
## GIMAP7                                                    458
## FOXO1                                                     137
## IgG.IGHG1_2_3_4.AHS0059.pAbO                              151
## CD44                                                      107
## FOXO3                                                     405
## KIR2DL1                                                    44
## LEF1                                                       66
## OAS1                                                      120
## HLA.DMA                                                    75
## CD45RA.HI100.PTPRC.AHS0009.pAbO                           192
## TRAT1                                                      35
## CD8A                                                       59
## PSEN1                                                     351
## HLA.DMB                                                    24
## GAB2                                                      133
## C10orf54                                                  105
## TARP_refseq                                               159
## CD81.CD81.AHS0021.pAbO                                    161
## IL18                                                      131
## FAM65B                                                    411
## HLA.DQB1                                                   18
## CBLB                                                      132
## LGALS9                                                    188
## CNOT2                                                     122
## PRDM1                                                     106
## CD33                                                       62
## ZBTB16                                                    158
## CCR2                                                      432
## IL12RB1                                                   128
## CXCR6                                                     221
## HMGB2                                                     144
## ANXA5                                                     161
## IL18RAP                                                   143
## CD279.EH12.1.PDCD1.AHS0014.pAbO                           199
## TGFB1                                                     127
## DUSP1                                                     372
## LGALS3                                                    164
## CXCL5                                                     150
## GZMH                                                       25
## KLRC1                                                     144
## PCNA                                                      134
## CD161.DX12.KLRB1.AHS0002.pAbO                             142
## ITGAE                                                     126
## CD74                                                      155
## IL18R1                                                    136
## CD300A                                                    112
## GNLY                                                      161
## STAT1                                                      90
## CTSD                                                      198
## CD247                                                      57
## VNN2                                                      213
## PDIA4                                                     140
## ITGA4                                                     193
## CD102.ICAM2.AHS0155.pAbO                                  195
## DPP4                                                      173
## CD33.WM53.CD33.AHS0044.pAbO                               179
## FYN                                                       187
## NINJ2                                                      92
## TRAC                                                       83
## STAT3                                                     115
## IGBP1                                                     201
## ADA                                                       120
## IFITM3                                                    112
## ITGAM                                                     127
## ADGRG3                                                    389
## XBP1                                                      202
## TIAF1                                                     358
## CCR1                                                      175
## GZMA                                                      161
## ENTPD1                                                    163
## PIK3AP1                                                   146
## IFNGR1                                                    339
## ATF6B                                                     183
## FYB                                                       218
## CD7                                                       142
## ITGB2                                                      88
## GLG1                                                      333
## KLRF1                                                      20
## PDIA6                                                     179
## SPOCK2                                                    387
## TRDC                                                      147
## TRIB2                                                     125
## FCGR3A                                                     61
## LIPA                                                      185
## GAPDH                                                     161
## LAP3                                                      171
## KIT                                                        70
## CST7                                                      148
## CD2                                                       145
## STAT4                                                     191
## CCR5                                                      200
## CCL5                                                      136
## BTG1                                                      137
## LYN                                                       165
## APOBEC3G                                                  195
## CD52                                                      150
## LGALS1                                                    244
## CCR6                                                      415
## LAT                                                       370
## IFITM2                                                    170
## GZMK                                                       40
## CXCR3                                                     111
## BCL2                                                      204
## TNFSF10                                                   207
## CD244                                                     167
## GNAI2                                                     160
## RPN2                                                      202
## GIMAP5                                                    145
## IL32                                                      153
## IKZF1                                                     153
## CD16.B73.1.FCGR3A_FCGR3B.AHS0242.pAbO                     210
## S100A10                                                   205
## VPS28                                                     260
## ITGAL                                                     191
## NCR3                                                      122
## GIMAP2                                                    434
## CASP5                                                     318
## IL4R                                                      139
## LAT2                                                      151
## IL23R                                                     224
## CASP3                                                     259
## LCK                                                       190
## CD48                                                      239
## KLRK1                                                     189
## IL2RB                                                     237
## CD3E                                                      198
## NKG7                                                      213
## PIK3IP1                                                   440
## FCER1G                                                    160
## RUNX3                                                     213
## CCND2                                                     152
## BIN2                                                      325
## CD335.NCR1.AHS0068.pAbO                                   228
## PTPRC                                                     266
## KLRB1                                                     133
## BAX                                                       313
## CTSW                                                      161
## TXK                                                       354
## DOCK8                                                     306
## CD37                                                      277
## TRBC2                                                     147
## LAMP1                                                     227
## ARL4C                                                     368
## PRF1                                                      240
## CXCR4                                                     368
## CD63                                                      156
## HLA.A                                                     161
## HLA.C                                                     161
## SELPLG                                                    340
a <- c("TYMS","CCL4","CSF2","XCL1","IFNG","TOP2A","CCL3","MYC","HMGB2","AURKB","GZMA", "FCGR3A", "TNF", "IL3")
p5 <- plotDots(sce_d1, features = a, group = "igraph_lbls", color = c("darkblue", "lightblue", "gray", "yellow", "orange", "darkorange", "red", "darkred")) +
  theme(legend.position="bottom", legend.box="vertical", legend.margin=margin(), legend.text=element_text(size=7))
p5

ggsave("fig5f.tiff", p5, width = 5, height = 5)
ggsave("fig5f.pdf", p5, width = 5, height = 5)
p6 <- plotDots(sce_d2, features = a, group = "igraph_lbls", color = c("gray", "yellow", "orange", "red", "darkred", "purple", "lightblue", "blue")) +
  theme(legend.position="bottom", legend.box="vertical", legend.margin=margin())
p6

p7 <- plotExpression(sce_d1, c("IFNG", "TOP2A", "AURKB"), x = "condition", ncol = 3, colour_by = "condition") + 
  theme_bw() + 
  scale_color_manual(values = c("#a0a0a3", "#90bff9", "#f2b77d", "#ff8080")) + 
  ylim(0, 8) + 
  theme(axis.text.x = element_text(angle = 45, vjust = 1, hjust=1), strip.text.x = element_text(size = 12)) + 
  labs(color = "condition") 
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p8 <- plotExpression(sce_d1_a[,colData(sce_d1_a)$group == "BeforeCoc"], features = c("IFNG", "TOP2A", "AURKB"), x = "condition", ncol = 3, colour_by = "condition") + 
  theme_bw() + 
  scale_color_manual(values = c("#a0a0a3", "#90bff9", "#f2b77d", "#ff8080")) + 
  ylim(0, 8) +
  theme(axis.text.x=element_blank(), axis.title.x=element_blank(), axis.title.y=element_blank(), strip.text.x = element_text(size = 12)) +
  labs(color = "condition") 
## Scale for colour is already present.
## Adding another scale for colour, which will replace the existing scale.
p9 <- p8 + 
  p7 +
  plot_layout(guides = "collect", ncol = 1, heights = c(1,1)) &
  theme(legend.position="bottom", legend.box="vertical", legend.margin=margin(), legend.text = element_text(size=10))
p9
## Warning: Removed 39 rows containing non-finite values (`stat_ydensity()`).
## Warning: Removed 39 rows containing missing values.

ggsave("fig5g.tiff", p9, width = 6, height = 6)
## Warning: Removed 39 rows containing non-finite values (`stat_ydensity()`).
## Removed 39 rows containing missing values.
ggsave("fig5g.pdf", p9, width = 6, height = 6)
## Warning: Removed 39 rows containing non-finite values (`stat_ydensity()`).
## Removed 39 rows containing missing values.

Session

date()
## [1] "Thu Jan 26 11:30:49 2023"
sessionInfo()
## R version 4.2.2 Patched (2022-11-10 r83330)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 20.04.5 LTS
## 
## Matrix products: default
## BLAS:   /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.9.0
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.9.0
## 
## locale:
##  [1] LC_CTYPE=C                 LC_NUMERIC=C              
##  [3] LC_TIME=de_DE.UTF-8        LC_COLLATE=C              
##  [5] LC_MONETARY=de_DE.UTF-8    LC_MESSAGES=C             
##  [7] LC_PAPER=de_DE.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
## [11] LC_MEASUREMENT=de_DE.UTF-8 LC_IDENTIFICATION=C       
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] patchwork_1.1.2             scater_1.24.0              
##  [3] scran_1.24.1                scuttle_1.6.3              
##  [5] SingleCellExperiment_1.18.1 SummarizedExperiment_1.26.1
##  [7] Biobase_2.56.0              GenomicRanges_1.48.0       
##  [9] GenomeInfoDb_1.32.4         IRanges_2.30.1             
## [11] S4Vectors_0.34.0            BiocGenerics_0.42.0        
## [13] MatrixGenerics_1.8.1        matrixStats_0.63.0         
## [15] forcats_0.5.2               stringr_1.5.0              
## [17] dplyr_1.0.10                purrr_1.0.1                
## [19] readr_2.1.3                 tidyr_1.3.0                
## [21] tibble_3.1.8                ggplot2_3.4.0              
## [23] tidyverse_1.3.2            
## 
## loaded via a namespace (and not attached):
##   [1] Rtsne_0.16                googledrive_2.0.0        
##   [3] ggbeeswarm_0.7.1          colorspace_2.1-0         
##   [5] ellipsis_0.3.2            bluster_1.6.0            
##   [7] XVector_0.36.0            BiocNeighbors_1.14.0     
##   [9] fs_1.6.0                  rstudioapi_0.14          
##  [11] farver_2.1.1              ggrepel_0.9.2            
##  [13] fansi_1.0.4               lubridate_1.9.1          
##  [15] xml2_1.3.3                codetools_0.2-18         
##  [17] sparseMatrixStats_1.8.0   cachem_1.0.6             
##  [19] knitr_1.41                jsonlite_1.8.4           
##  [21] broom_1.0.2               cluster_2.1.4            
##  [23] dbplyr_2.3.0              compiler_4.2.2           
##  [25] httr_1.4.4                dqrng_0.3.0              
##  [27] backports_1.4.1           assertthat_0.2.1         
##  [29] Matrix_1.5-3              fastmap_1.1.0            
##  [31] gargle_1.2.1              limma_3.52.4             
##  [33] cli_3.6.0                 BiocSingular_1.12.0      
##  [35] htmltools_0.5.4           tools_4.2.2              
##  [37] rsvd_1.0.5                igraph_1.3.5             
##  [39] gtable_0.3.1              glue_1.6.2               
##  [41] GenomeInfoDbData_1.2.8    Rcpp_1.0.10              
##  [43] cellranger_1.1.0          jquerylib_0.1.4          
##  [45] vctrs_0.5.2               DelayedMatrixStats_1.18.2
##  [47] xfun_0.36                 beachmat_2.12.0          
##  [49] rvest_1.0.3               timechange_0.2.0         
##  [51] lifecycle_1.0.3           irlba_2.3.5.1            
##  [53] statmod_1.5.0             googlesheets4_1.0.1      
##  [55] edgeR_3.38.4              zlibbioc_1.42.0          
##  [57] scales_1.2.1              ragg_1.2.5               
##  [59] hms_1.1.2                 parallel_4.2.2           
##  [61] yaml_2.3.7                gridExtra_2.3            
##  [63] sass_0.4.5                stringi_1.7.12           
##  [65] highr_0.10                ScaledMatrix_1.4.1       
##  [67] BiocParallel_1.30.4       systemfonts_1.0.4        
##  [69] rlang_1.0.6               pkgconfig_2.0.3          
##  [71] bitops_1.0-7              evaluate_0.20            
##  [73] lattice_0.20-45           labeling_0.4.2           
##  [75] cowplot_1.1.1             tidyselect_1.2.0         
##  [77] magrittr_2.0.3            R6_2.5.1                 
##  [79] generics_0.1.3            metapod_1.4.0            
##  [81] DelayedArray_0.22.0       DBI_1.1.3                
##  [83] pillar_1.8.1              haven_2.5.1              
##  [85] withr_2.5.0               RCurl_1.98-1.9           
##  [87] modelr_0.1.10             crayon_1.5.2             
##  [89] utf8_1.2.2                tzdb_0.3.0               
##  [91] rmarkdown_2.20            viridis_0.6.2            
##  [93] locfit_1.5-9.7            grid_4.2.2               
##  [95] readxl_1.4.1              reprex_2.0.2             
##  [97] digest_0.6.31             textshaping_0.3.6        
##  [99] munsell_0.5.0             viridisLite_0.4.1        
## [101] beeswarm_0.4.0            vipor_0.4.5              
## [103] bslib_0.4.2
knitr::knit_exit()